• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Zhimin Xi, Byeng D. Youn^*, Byung C. Jung, and Joung Taek Yoon, "Random Field Modeling with Insufficient Field Data for Probability Analysis and Design ", Structural and Multidisciplinary Optimization, 2015-03
  • Zhimin Xi and Byeng D. Youn^*, "Predictive Carbon Nanotube Models Using the Eigenvector Dimension Reduction (EDR) Method ", Journal of Mechanical Science and Technology, 2012-04
  • Zhimin Xi, Chao Hu, and Byeng D. Youn^*, "A Comparative Study of Probability Estimation Methods for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2012-01
  • Byeng D. Youn^*, Byung C. Jung, Zhimin Xi, Sang Bum Kim and Wook-Ryun Lee, "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", Computer Methods in Applied Mechanics and Engineering, 2011-03
  • Zhimin Xi, Byeng D. Youn^*, and Chao Hu, "Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", Journal of Mechanical Design, 2010-10
  • Pingfeng Wang, Byeng D. Youn^*, Zhimin Xi, and Artemis Kloess , "Bayesian Reliability Analysis With Evolving, Insufficient, and Subjective Data Sets ", Journal of Mechanical Design, 2009-10
  • Byeng D. Youn^* and Zhimin Xi, "Reliability-Based Robust Design Optimization Using the Eigenvector Dimension Reduction ", Structural and Multidisciplinary Optimization, 2009-02
  • Byeng D. Youn^*, Zhimin Xi, and Pingfeng Wang, "Eigenvector Dimension-Reduction (EDR) Method for Sensitivity-Free Probability Analysis", Structural and Multidisciplinary Optimization, 2008-12
  • Lee J. Wells, Byeng D. Youn, and Zhimin Xi, "Innovative Six Sigma Design Using the Eigenvector Dimension-Reduction (EDR) Method ", SAE 2007 Transactions Journal of Passenger Cars - Mechanical Systems, 2007-04
  • International Conference
  • Zhimin Xi, Byeng D. Youn, and Chao Hu, "Effective Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Byeng D. Youn, Byung C. Jung, Zhimin Xi, and Sang Bum Kim , "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Pingfeng Wang, Byeng D. Youn, Zhimin Xi, and Artemis Kloess, "Bayesian Reliability Analysis with Evolving, Insufficient, and Subjective Data Sets ", ASME 2008 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2008-08
  • Zhimin Xi and Byeng D. Youn, "An Effective Random Field Characterization for Probability Analysis and Design ", ASME 2008 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2008-08
  • Byeng D. Youn and Zhimin Xi, "An Effective Random Field Characterization for Probabilistic Analysis and Design ", 49th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2008-04-08
  • Byeng D. Youn, Zhimin Xi, Lee J. Wells, and David J. Gorsich, "Sensitivity-Free Approach for Reliability-Based Robust Design Optimization ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Zhimin Xi and Byeng D. Youn, "Predictive carbon nanotube models using the eigenvector dimension reduction (EDR) method ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • LeeJ. Wells, Byeng D. Youn, and Zhimin Xi, "Innovative Six Sigma Design Using the Eigenvector Dimension-Reduction (EDR) Method ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Byeng D. Youn and Zhimin Xi, "Eigenvector Dimension-Reduction (EDR) Method for Sensitivity-Free Probability Quantification ", 7th World Congress on Structural and Multidisciplinary Optimization, 2007-05-21
  • Byeng D. Youn, Pingfeng Wang, and Zhimin Xi, "Complementary Interaction Method (CIM) for System Reliability Analysis ", 48th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2007-04-23
  • Byeng D. Youn, Zhimin Xi, and Pingfeng Wang, "Enhanced Dimension- Reduction (eDR) Method for Sensitivity- Free Uncertainty Quantification", 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2006-09-06
  • Byeng D.Youn, Zhimin Xi and Lee J. Wells, "Stochastic Response Surface Using the Enhanced Dimension Reduction (eDR) Method for Reliability-Based Robust Design Optimization ", III European Conference on Computational Mechanics, 2006-06-05
  • Awards
  • Zhimin Xi, 정병창, 윤병동, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28
  • Pingfeng Wang, 윤병동, Zhimin Xi, Artemis Kloess, "ASME 2008 IDETC Design Automation Conference - Best Paper Award", 2008-08-05

  • Zhimin Xi, Byeng D. Youn^*, Byung C. Jung, and Joung Taek Yoon, "Random Field Modeling with Insufficient Field Data for Probability Analysis and Design ", Structural and Multidisciplinary Optimization, 2015-03
  • Zhimin Xi and Byeng D. Youn^*, "Predictive Carbon Nanotube Models Using the Eigenvector Dimension Reduction (EDR) Method ", Journal of Mechanical Science and Technology, 2012-04
  • Zhimin Xi, Chao Hu, and Byeng D. Youn^*, "A Comparative Study of Probability Estimation Methods for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2012-01
  • Byeng D. Youn^*, Byung C. Jung, Zhimin Xi, Sang Bum Kim and Wook-Ryun Lee, "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", Computer Methods in Applied Mechanics and Engineering, 2011-03
  • Zhimin Xi, Byeng D. Youn^*, and Chao Hu, "Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", Journal of Mechanical Design, 2010-10
  • Pingfeng Wang, Byeng D. Youn^*, Zhimin Xi, and Artemis Kloess , "Bayesian Reliability Analysis With Evolving, Insufficient, and Subjective Data Sets ", Journal of Mechanical Design, 2009-10
  • Byeng D. Youn^* and Zhimin Xi, "Reliability-Based Robust Design Optimization Using the Eigenvector Dimension Reduction ", Structural and Multidisciplinary Optimization, 2009-02
  • Byeng D. Youn^*, Zhimin Xi, and Pingfeng Wang, "Eigenvector Dimension-Reduction (EDR) Method for Sensitivity-Free Probability Analysis", Structural and Multidisciplinary Optimization, 2008-12
  • Lee J. Wells, Byeng D. Youn, and Zhimin Xi, "Innovative Six Sigma Design Using the Eigenvector Dimension-Reduction (EDR) Method ", SAE 2007 Transactions Journal of Passenger Cars - Mechanical Systems, 2007-04

  • 등록된 실적이 없습니다.

  • Zhimin Xi, Byeng D. Youn, and Chao Hu, "Effective Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Byeng D. Youn, Byung C. Jung, Zhimin Xi, and Sang Bum Kim , "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Pingfeng Wang, Byeng D. Youn, Zhimin Xi, and Artemis Kloess, "Bayesian Reliability Analysis with Evolving, Insufficient, and Subjective Data Sets ", ASME 2008 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2008-08
  • Zhimin Xi and Byeng D. Youn, "An Effective Random Field Characterization for Probability Analysis and Design ", ASME 2008 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2008-08
  • Byeng D. Youn and Zhimin Xi, "An Effective Random Field Characterization for Probabilistic Analysis and Design ", 49th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2008-04-08
  • Byeng D. Youn, Zhimin Xi, Lee J. Wells, and David J. Gorsich, "Sensitivity-Free Approach for Reliability-Based Robust Design Optimization ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Zhimin Xi and Byeng D. Youn, "Predictive carbon nanotube models using the eigenvector dimension reduction (EDR) method ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • LeeJ. Wells, Byeng D. Youn, and Zhimin Xi, "Innovative Six Sigma Design Using the Eigenvector Dimension-Reduction (EDR) Method ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Byeng D. Youn and Zhimin Xi, "Eigenvector Dimension-Reduction (EDR) Method for Sensitivity-Free Probability Quantification ", 7th World Congress on Structural and Multidisciplinary Optimization, 2007-05-21
  • Byeng D. Youn, Pingfeng Wang, and Zhimin Xi, "Complementary Interaction Method (CIM) for System Reliability Analysis ", 48th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2007-04-23
  • Byeng D. Youn, Zhimin Xi, and Pingfeng Wang, "Enhanced Dimension- Reduction (eDR) Method for Sensitivity- Free Uncertainty Quantification", 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2006-09-06
  • Byeng D.Youn, Zhimin Xi and Lee J. Wells, "Stochastic Response Surface Using the Enhanced Dimension Reduction (eDR) Method for Reliability-Based Robust Design Optimization ", III European Conference on Computational Mechanics, 2006-06-05

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • Zhimin Xi, 정병창, 윤병동, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28
  • Pingfeng Wang, 윤병동, Zhimin Xi, Artemis Kloess, "ASME 2008 IDETC Design Automation Conference - Best Paper Award", 2008-08-05

  Name	Zhimin Xi
  Graduation Year	August 2010
  Doctoral Dissertation	A Generic Reliability Analaysis and Design Framework with a Set of Random Parameter and Field Variables
  Research Area	Engineering Design for Reliability and Quality, Prognostics and Health Management [Website]
  Location	Tenured Associate Professor in the Department of Industrial and Systems Engineering at the Rutgers University
  E-mail	zhimin.xi@rutgers.edu
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Chao Hu, Byeng D. Youn^*, Taejin Kim, and Pingfeng Wang, "A Co-Training-Based Approach for Prediction of Remaining Useful Life Utilizing both Failure and Suspension Data ", Mechanical Systems and Signal Processing, 2015-10
  • Pingfeng Wang^*, Zequn Wang, Byeng D. Youn, and Soobum Lee, "Reliability-based Robust Design of Smart Sensing Systems for Failure Diagnostics Using Piezoelectric Materials ", Computers & Structures, 2015-08
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06
  • Pingfeng Wang^*, Prasanna Tamilselvan, Janet Twomey, and Byeng D. Youn, "Prognosis-Informed Wind Farm Operation and Maintenance for Concurrent Economic and Environmental Benefits ", International Journal of Precision Engineering and Manufacturing, 2013-06
  • Chao Hu, Pingfeng Wang, Byeng D. Youn^*, Wook-Ryun Lee, and Joung Taek Yoon, "Copula-Based Statistical Health Grade System against Mechanical Faults of Power Transformers ", IEEE Transactions on Power Delivery, 2012-10
  • Pingfeng Wang, Byeng D.Youn^*, and Chao Hu, "A Generic Probabilistic Framework for Structural Health Prognostics and Uncertainty Management ", Mechanical Systems and Signal Processing, 2012-04
  • Byeng D. Youn^*, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", Journal of Mechanical Design, 2011-10
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn^*, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", Journal of Mechanical Design, 2011-07
  • Changsoo Jang, Byeng D. Youn, Ping F. Wang, Bongtae Han^*, and Suk-Jin Ham, "Forward-Stepwise Regression Analysis for Fine Leak Batch Testing of Wafer-level Hermetic MEMS Packages ", Microelectronics Reliability, 2010-4
  • Pingfeng Wang, Byeng D. Youn^*, Zhimin Xi, and Artemis Kloess , "Bayesian Reliability Analysis With Evolving, Insufficient, and Subjective Data Sets ", Journal of Mechanical Design, 2009-10
  • Byeng D. Youn^* and Pingfeng Wang, "Complementary Intersection Method for System Reliability Assessment ", Journal of Mechanical Design, 2009-07
  • Byeng D. Youn^*, Zhimin Xi, and Pingfeng Wang, "Eigenvector Dimension-Reduction (EDR) Method for Sensitivity-Free Probability Analysis", Structural and Multidisciplinary Optimization, 2008-12
  • Byeng D. Youn^* and Pingfeng Wang, "Bayesian reliability-based design optimization using eigenvector dimension reduction (EDR) method ", Structural and Multidisciplinary Optimization, 2008-08
  • Domestic Journal
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복원가능 시스템 설계를 위한 복원도 할당", 제어로봇시스템학회 논문지, 2011-11
  • International Conference
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang and Chao Hu, "A Time-dependent Resilient-driven System Design Framework ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang, and Chao Hu, "A Time-dependent Framework of Resilience-Driven System Design and Its Application to Wind turbine System Design ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Chao Hu, Pingfeng Wang, Byeng D. Youn, Wook-Ryun Lee, and Joung Taek Yoon, "Statistical Health Grade System against Mechanical failures of Power Transformers ", Annual Conference of the Prognostics and Health Management Society 2012, 2012-09-23
  • Chao Hu, Byeng D. Youn, Pingfeng Wang, and JoungTaek Yoon, "An Ensemble Approach for Robust Data-Driven Prognostics ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Byeng D.Youn, Chao Hu, Pingfeng Wang, and Joung Taek Yoon, "Resilience Allocation for Engineered System Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Byeng D. Youn, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Zhimin Xi, Byung C. Jung, and Byeng D. Youn, "Random Field Characterization with Insufficient Data Sets for Probability Analysis and Design ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Prasanna Tamilselvan, Pingfeng Wang, and Byeng D. Youn, "Multi-Sensor Health Diagnosis Using Deep Belief Network Based State Classification ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-driven Pognostic Algorithms for Robust Prediction of Remaining Useful Life", 2011 IEEE International Conference on Prognostics and Health Management, 2011-06-20
  • Byeng D.Youn, Chao Hu, and Pingfeng Wang, "A General Framework of Virtual Product Testing Using Statistical Computer Model Calibration ", 9th World Congress on Structural and Multidisciplinary Optimization, 2011-06-13
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Probabilistic DetectabilityBased Structural Sensor Network Design Methodology for Prognostics and Health Management ", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Generic Sensor Network Design Framework Based on a Detectability Measure ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Pingfeng Wang and Byeng D. Youn, "Efficient Bayesian Reliability Analysis and Design with a User-Defined Confidence Level ", 51th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2010-04-12
  • Pingfeng Wang and Byeng D. Youn, "A Generic Bayesian Framework for Real-Time Prognostics and Health Management (PHM) ", 50th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2009-05-04
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", 50th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2009-05-04
  • Pingfeng Wang and Byeng D. Youn, "A Generic Bayesian Framework for Decision-Centered Lifetime and Reliability Prognostics", 2008 IEEE International Conference on Prognostics and Health Management , 2008-10-05
  • Pingfeng Wang and Byeng D. Youn, "A Generic Probabilistic Framework for Structural Health Prognostics and Uncertainty Management ", 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2008-09-10
  • Pingfeng Wang, Byeng D. Youn, Zhimin Xi, and Artemis Kloess, "Bayesian Reliability Analysis with Evolving, Insufficient, and Subjective Data Sets ", ASME 2008 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2008-08
  • Byeng D. Youn and Pingfeng Wang, "Real-Time System Life and Reliability Prediction Using Design-Centered Health Prognostics ", 5th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2008-06
  • Byeng D. Youn and Pingfeng Wang, "Complementary Intersection Method for System Reliability Analysis ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Pingfeng Wang, Byeng D. Youn, and Lee J. Wells, "Bayesian Reliability Based Design Optimization Using Eigenvector Dimension Reduction (EDR) Method ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Byeng D. Youn, Pingfeng Wang, Zhimin Xi and David J. Gorsich , "Complementary Interaction Method (CIM) for System Reliability Analysis ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Byeng D. Youn and Pingfeng Wang, "Bayesian Reliability-Based Design Optimization under Both Aleatory and Epistemic Uncertainties ", 7th World Congress on Structural and Multidisciplinary Optimization, 2007-05-21
  • Byeng D. Youn and Pingfeng Wang, "A Novel System Reliability Analysis: Complementary Interaction Method (CIM) ", 7th World Congress on Structural and Multidisciplinary Optimization, 2007-05-21
  • Byeng D. Youn, Pingfeng Wang, and Zhimin Xi, "Complementary Interaction Method (CIM) for System Reliability Analysis ", 48th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2007-04-23
  • Pingfeng Wang, Byeng D. Youn, and Lee J. Wells, "Bayesian Reliability-Based Design Optimization Using Eigenvector Dimension Reduction (EDR) Method, ", 2007 Society of Automotive Engineers World Congress, 2007-04-16
  • Pingfeng Wang, Byeng D. Youn, and David A. Lamb, "A Novel Method for System Reliability Assessment ", 2007 Society of Automotive Engineers World Congress, 2007-04-16
  • Byeng D. Youn and Pingfeng Wang, "Bayesian Reliability Based Design Optimization under Both Aleatory and Epistemic Uncertainties ", 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2006-09-06
  • Byeng D. Youn, Zhimin Xi, and Pingfeng Wang, "Enhanced Dimension- Reduction (eDR) Method for Sensitivity- Free Uncertainty Quantification", 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2006-09-06
  • Byeng D. Youn, Pingfeng Wang, and David A. Lamb, "An Integration of Bayesian Inference to Reliability-Based Design Optimization ", 7th World Congress on Computational Mechanics, 2006-07-16
  • Domestic Conference
  • 윤정택, 윤병동, 왕핑펭, 후차오, "개선된 복원도 기반 설계 방법론과 풍력발전기 블레이드 설계로의 적용 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복잡한 공학 시스템을 위한 복원가능 시스템 설계", 대한기계학회 2011년도 추계학술대회, 2011-11-02
  • Book & Chapter
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Engineering Design under Uncertainty and Health Prognostics ", Springer, 2018-07
  • Chao Hu, Pingfeng Wang, and Byeng D. Youn, "Numerical Methods for Reliability and Safety Assessment (Advances in System Reliability Analysis under Uncertainty) ", Springer, 2014-10
  • Awards
  • Chao Hu, 윤병동, Pingfeng Wang, 윤정택, " ASME 2012 IDETC Design Automation Conference - Top 10 Best Papers (out of 118) ", 2012-08-12
  • 윤병동, Chao Hu, Pingfeng Wang, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28
  • Pingfeng Wang, 윤병동, Zhimin Xi, Artemis Kloess, "ASME 2008 IDETC Design Automation Conference - Best Paper Award", 2008-08-05

  • Chao Hu, Byeng D. Youn^*, Taejin Kim, and Pingfeng Wang, "A Co-Training-Based Approach for Prediction of Remaining Useful Life Utilizing both Failure and Suspension Data ", Mechanical Systems and Signal Processing, 2015-10
  • Pingfeng Wang^*, Zequn Wang, Byeng D. Youn, and Soobum Lee, "Reliability-based Robust Design of Smart Sensing Systems for Failure Diagnostics Using Piezoelectric Materials ", Computers & Structures, 2015-08
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06
  • Pingfeng Wang^*, Prasanna Tamilselvan, Janet Twomey, and Byeng D. Youn, "Prognosis-Informed Wind Farm Operation and Maintenance for Concurrent Economic and Environmental Benefits ", International Journal of Precision Engineering and Manufacturing, 2013-06
  • Chao Hu, Pingfeng Wang, Byeng D. Youn^*, Wook-Ryun Lee, and Joung Taek Yoon, "Copula-Based Statistical Health Grade System against Mechanical Faults of Power Transformers ", IEEE Transactions on Power Delivery, 2012-10
  • Pingfeng Wang, Byeng D.Youn^*, and Chao Hu, "A Generic Probabilistic Framework for Structural Health Prognostics and Uncertainty Management ", Mechanical Systems and Signal Processing, 2012-04
  • Byeng D. Youn^*, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", Journal of Mechanical Design, 2011-10
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn^*, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", Journal of Mechanical Design, 2011-07
  • Changsoo Jang, Byeng D. Youn, Ping F. Wang, Bongtae Han^*, and Suk-Jin Ham, "Forward-Stepwise Regression Analysis for Fine Leak Batch Testing of Wafer-level Hermetic MEMS Packages ", Microelectronics Reliability, 2010-4
  • Pingfeng Wang, Byeng D. Youn^*, Zhimin Xi, and Artemis Kloess , "Bayesian Reliability Analysis With Evolving, Insufficient, and Subjective Data Sets ", Journal of Mechanical Design, 2009-10
  • Byeng D. Youn^* and Pingfeng Wang, "Complementary Intersection Method for System Reliability Assessment ", Journal of Mechanical Design, 2009-07
  • Byeng D. Youn^*, Zhimin Xi, and Pingfeng Wang, "Eigenvector Dimension-Reduction (EDR) Method for Sensitivity-Free Probability Analysis", Structural and Multidisciplinary Optimization, 2008-12
  • Byeng D. Youn^* and Pingfeng Wang, "Bayesian reliability-based design optimization using eigenvector dimension reduction (EDR) method ", Structural and Multidisciplinary Optimization, 2008-08

  • 윤병동, 후차오, 왕핑펭, 윤정택, "복원가능 시스템 설계를 위한 복원도 할당", 제어로봇시스템학회 논문지, 2011-11

  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang and Chao Hu, "A Time-dependent Resilient-driven System Design Framework ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang, and Chao Hu, "A Time-dependent Framework of Resilience-Driven System Design and Its Application to Wind turbine System Design ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Chao Hu, Pingfeng Wang, Byeng D. Youn, Wook-Ryun Lee, and Joung Taek Yoon, "Statistical Health Grade System against Mechanical failures of Power Transformers ", Annual Conference of the Prognostics and Health Management Society 2012, 2012-09-23
  • Chao Hu, Byeng D. Youn, Pingfeng Wang, and JoungTaek Yoon, "An Ensemble Approach for Robust Data-Driven Prognostics ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Byeng D.Youn, Chao Hu, Pingfeng Wang, and Joung Taek Yoon, "Resilience Allocation for Engineered System Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Byeng D. Youn, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Zhimin Xi, Byung C. Jung, and Byeng D. Youn, "Random Field Characterization with Insufficient Data Sets for Probability Analysis and Design ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Prasanna Tamilselvan, Pingfeng Wang, and Byeng D. Youn, "Multi-Sensor Health Diagnosis Using Deep Belief Network Based State Classification ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-driven Pognostic Algorithms for Robust Prediction of Remaining Useful Life", 2011 IEEE International Conference on Prognostics and Health Management, 2011-06-20
  • Byeng D.Youn, Chao Hu, and Pingfeng Wang, "A General Framework of Virtual Product Testing Using Statistical Computer Model Calibration ", 9th World Congress on Structural and Multidisciplinary Optimization, 2011-06-13
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Probabilistic DetectabilityBased Structural Sensor Network Design Methodology for Prognostics and Health Management ", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Generic Sensor Network Design Framework Based on a Detectability Measure ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Pingfeng Wang and Byeng D. Youn, "Efficient Bayesian Reliability Analysis and Design with a User-Defined Confidence Level ", 51th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2010-04-12
  • Pingfeng Wang and Byeng D. Youn, "A Generic Bayesian Framework for Real-Time Prognostics and Health Management (PHM) ", 50th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2009-05-04
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", 50th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2009-05-04
  • Pingfeng Wang and Byeng D. Youn, "A Generic Bayesian Framework for Decision-Centered Lifetime and Reliability Prognostics", 2008 IEEE International Conference on Prognostics and Health Management , 2008-10-05
  • Pingfeng Wang and Byeng D. Youn, "A Generic Probabilistic Framework for Structural Health Prognostics and Uncertainty Management ", 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2008-09-10
  • Pingfeng Wang, Byeng D. Youn, Zhimin Xi, and Artemis Kloess, "Bayesian Reliability Analysis with Evolving, Insufficient, and Subjective Data Sets ", ASME 2008 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2008-08
  • Byeng D. Youn and Pingfeng Wang, "Real-Time System Life and Reliability Prediction Using Design-Centered Health Prognostics ", 5th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2008-06
  • Byeng D. Youn and Pingfeng Wang, "Complementary Intersection Method for System Reliability Analysis ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Pingfeng Wang, Byeng D. Youn, and Lee J. Wells, "Bayesian Reliability Based Design Optimization Using Eigenvector Dimension Reduction (EDR) Method ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Byeng D. Youn, Pingfeng Wang, Zhimin Xi and David J. Gorsich , "Complementary Interaction Method (CIM) for System Reliability Analysis ", ASME 2007 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2007-09-04
  • Byeng D. Youn and Pingfeng Wang, "Bayesian Reliability-Based Design Optimization under Both Aleatory and Epistemic Uncertainties ", 7th World Congress on Structural and Multidisciplinary Optimization, 2007-05-21
  • Byeng D. Youn and Pingfeng Wang, "A Novel System Reliability Analysis: Complementary Interaction Method (CIM) ", 7th World Congress on Structural and Multidisciplinary Optimization, 2007-05-21
  • Byeng D. Youn, Pingfeng Wang, and Zhimin Xi, "Complementary Interaction Method (CIM) for System Reliability Analysis ", 48th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2007-04-23
  • Pingfeng Wang, Byeng D. Youn, and Lee J. Wells, "Bayesian Reliability-Based Design Optimization Using Eigenvector Dimension Reduction (EDR) Method, ", 2007 Society of Automotive Engineers World Congress, 2007-04-16
  • Pingfeng Wang, Byeng D. Youn, and David A. Lamb, "A Novel Method for System Reliability Assessment ", 2007 Society of Automotive Engineers World Congress, 2007-04-16
  • Byeng D. Youn and Pingfeng Wang, "Bayesian Reliability Based Design Optimization under Both Aleatory and Epistemic Uncertainties ", 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2006-09-06
  • Byeng D. Youn, Zhimin Xi, and Pingfeng Wang, "Enhanced Dimension- Reduction (eDR) Method for Sensitivity- Free Uncertainty Quantification", 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2006-09-06
  • Byeng D. Youn, Pingfeng Wang, and David A. Lamb, "An Integration of Bayesian Inference to Reliability-Based Design Optimization ", 7th World Congress on Computational Mechanics, 2006-07-16

  • 윤정택, 윤병동, 왕핑펭, 후차오, "개선된 복원도 기반 설계 방법론과 풍력발전기 블레이드 설계로의 적용 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복잡한 공학 시스템을 위한 복원가능 시스템 설계", 대한기계학회 2011년도 추계학술대회, 2011-11-02

  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Engineering Design under Uncertainty and Health Prognostics ", Springer, 2018-07
  • Chao Hu, Pingfeng Wang, and Byeng D. Youn, "Numerical Methods for Reliability and Safety Assessment (Advances in System Reliability Analysis under Uncertainty) ", Springer, 2014-10

  • 등록된 실적이 없습니다.

  • Chao Hu, 윤병동, Pingfeng Wang, 윤정택, " ASME 2012 IDETC Design Automation Conference - Top 10 Best Papers (out of 118) ", 2012-08-12
  • 윤병동, Chao Hu, Pingfeng Wang, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28
  • Pingfeng Wang, 윤병동, Zhimin Xi, Artemis Kloess, "ASME 2008 IDETC Design Automation Conference - Best Paper Award", 2008-08-05

  Name	Pingfeng Wang
  Graduation Year	August 2010
  Doctoral Dissertation	Reliability-Based Design and Structural Health Prognostics for a Resilient System Design
  Research Area	Reliability Analysis and Risk Management, Reliability-based Design Optimization, Prognostics and Health Management [Website]
  Location	Professor in the Department of Industrial and Enterprise Systems Engineering at University of Illinois at Urbana-Champaign
  E-mail	pingfeng@illinois.edu
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Byung C. Jung^1,* and Heonjun Yoon¹, "Double Acting Compression Mechanism (DACM) for Piezoelectric Vibration Energy Harvesting in 33-mode Operation ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2019-08
  • Hyunseok Oh, Jisun Kim, Hyejeong Son, Byeng D. Youn^*, and Byung C. Jung, "A Systematic Approach for Model Refinement Considering Blind and Recognized Uncertainties in Engineered Product Development ", Structural and Multidisciplinary Optimization, 2016-12
  • Byeng D. Youn^*, Byung C. Jung, Heonjun Yoon, Hyunseok Oh, Guesuk Lee, Minji Yoo, and Young Chul Huh, "Hierarchical model calibration for designing piezoelectric energy harvester in the presence of variability in material properties and geometry ", Structural and Multidisciplinary Optimization, 2016-01
  • Zhimin Xi, Byeng D. Youn^*, Byung C. Jung, and Joung Taek Yoon, "Random Field Modeling with Insufficient Field Data for Probability Analysis and Design ", Structural and Multidisciplinary Optimization, 2015-03
  • Byung C. Jung, Jungho Park, Hyunseok Oh, Jisun Kim, and Byeng D. Youn^*, "A Framework of Model Validation and Virtual Product Qualification with Limited Experimental Data Based on Statistical Inference ", Structural and Multidisciplinary Optimization, 2015-03
  • Byung C. Jung, Dooho Lee^*, Byeng D. Youn^*, and Soobum Lee, "A Statistical Characterization Method for Damping Material Properties and Its Application to Structural Acoustic System Design ", Journal of Mechanical Science and Technology, 2011-08
  • Byeng D. Youn^*, Byung C. Jung, Zhimin Xi, Sang Bum Kim and Wook-Ryun Lee, "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", Computer Methods in Applied Mechanics and Engineering, 2011-03
  • Byung C. Jung, Doo-Ho Lee^*, and Byeng D. Youn^*, "Optimal Design of Constrained- Layer Damping Considering Variability in Material and Operational Condition ", AIAA Journal, 2009-12
  • Soobum Lee, Byeng D Youn^*, and Byung C. Jung, "Robust segment-type energy harvester and its application to wireless sensor ", Smart Materials and Structures, 2009-09
  • International Conference
  • Hyunseok Oh, Jisun Kim, Jungho Park, Byeng D. Youn, and Byung C. Jung, "Model Refinement for Fracture Failure Prediction of Smartphone LCD with Unrecognized Blind Uncertainty ", 11th World Congress of Structural and Multidisciplinary Optimization, 2015-06-07
  • Hyunseok Oh, Hsiu-Ping Wei, Bongtae Han, Byung C. Jung, Changwoon Han, Byeng D. Youn, and Hojeong Moon, "Prediction of Statistical Distribution of Solder Joint Fatigue Lifetime Using Hybrid Probabilistic Approach ", SEM 2014 Annual Conference & Exposition, 2014-06-02
  • Byeng D. Youn, Byung C. Jung and Jisun Kim, "A Framework of Statistical Model Validation for Virtual Product Testing", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Byung C. Jung, Byeng D. Youn, Jisun Kim, and Jong M. Ha, "A Framework of Statistical Virtual Product Testing with Validity Check ", 2nd International Conference on COmputational Design in Engineering, 2012-11-13
  • Byung C. Jung, Byeng D. Youn, and Jisun Kim , "A Virtual Testing Framework for Engineering Product Development ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Byung C. Jung, Chulmin Cho, Heonjun Yoon, Hansol Yoon, Byeng D.Youn, Yoon Young Kim, "Statistical Model Calibration for Energy Harvesting Skin Analysis and Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Chao Hu, Taejin Kim, Byung C. Jung, and Byeng D. Youn, "A Hybrid Prognostic Algorithm for Online Prediction of Lithium-Ion Battery SOH and SOL ", International Conference on Materials and Reliability, 2011-11-20
  • Byung C. Jung, Heonjun Yoon, and Byeng D. Youn, "Harvestable Energy Map of Train System for Energy Harvesting ", International Symposium on Green Manufacturing and Applications 2011, 2011-10-06
  • Byung C. Jung, Chulmin Cho, and Byeng D. Youn, "A Development of Robust Energy Harvesting Skin with Statistical Model Calibration ", International Symposium on Green Manufacturing and Applications 2011, 2011-10-06
  • Zhimin Xi, Byung C. Jung, and Byeng D. Youn, "Random Field Characterization with Insufficient Data Sets for Probability Analysis and Design ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Byeng D. Youn, Byung C. Jung, Zhimin Xi, and Sang Bum Kim , "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Soobum Lee, Byeng D. Youn, and Byung C. Jung, "Segment-Type Energy Harvester Powering Wireless Sensor for Building Automation ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Byung C. Jung, Dooho Lee, and Byeng D. Youn, "Damping Layout Design Optimization of Structural-Acoustic Systems Considering Temperature and Material Variability ", The 16th International Congress on Sound and Vibration, 2009-07-05
  • Dooho Lee, Byung C. Jung, and Byeng D. Youn, "Optimal Design of Constrained Layer Damping Considering Uncertainties of Viscoelastic Material ", 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2008-09-10
  • Byeng D. Youn and Byung C. Jung, "A Hierarchical Validation of Predictive Models for Engineered System Design ", 5th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2008-06
  • Domestic Conference
  • 정병창, 윤정택, 허영철, 윤병동, "극저온 배관계 누설탐지 시스템 실적용 검증 연구 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • 오현석, 김지선, 윤병동, 정병창, "불인지 불확실성을 고려한 공학 시스템 해석 모델의 개선 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • 오현석, 김지선, 박정호, 윤병동, 정병창, "스마트 폰 LDC 파손 모사를 위해 개발된 해석 모델의 개선 ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 오현석, 시핑 웨이, 한봉태, 정병창, 한창운, 윤병동, "통계적 모델 보정을 이용한 솔더 조인트 수명 예측 향상 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 정병창, 김지선, 윤병동, "통계적 모델 검증 및 보정 기법 ", 한국정밀공학회 2011년도 추계학술대회, 2011-10-26
  • 정병창, 윤헌준, 윤병동, "에너지 하베스팅을 위한 철도 시스템 에너지 맵 ", 한국정밀공학회 2011년도 춘계학술대회, 2011-06-01
  • 정병창, 조철민, 윤병동, "자가발전 건전성 모니터링을 위한 에너지 하베스팅 스킨 ", 한국정밀공학회 2011년도 춘계학술대회, 2011-06-01
  • 정병창, 윤한솔, 조철민, 김홍진, 윤병동, 김윤영, "자가발전 무선센서를 위한 다기능 에너지 하베스팅 스킨 ", 대한기계학회 2011년도 CAE 및 응용역학부문 춘계학술대회, 2011-04-14
  • 이두호, 정병창, 윤병동, "분수차 미분모델에 기반한 점탄성 제진재의 변동성 평가 방법 ", 대한기계학회 2010년도 동역학 및 제어부문 춘계학술대회, 2010-06-03
  • Patent
  • Byeng D. Youn and Byung C. Jung, "Device for Alarming Usage Time of Toothbrush ", Patent Registration, Republic of Korea, 10-1242813, 2013-03-06
  • Awards
  • 오현석, 김지선, 윤병동, 정병창, "대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회 - 우수논문상", 2016-04-08
  • Zhimin Xi, 정병창, 윤병동, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28
  • 이두호, 정병창, 윤병동, "대한기계학회 2010년도 동역학 및 제어부문 춘계학술대회 - 우수논문상", 2010-12-02
  • 이수범, 윤병동, 정병창, "Smart Materials and Structures - Highlights of 2009", 2010-03-01

  • Byung C. Jung^1,* and Heonjun Yoon¹, "Double Acting Compression Mechanism (DACM) for Piezoelectric Vibration Energy Harvesting in 33-mode Operation ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2019-08
  • Hyunseok Oh, Jisun Kim, Hyejeong Son, Byeng D. Youn^*, and Byung C. Jung, "A Systematic Approach for Model Refinement Considering Blind and Recognized Uncertainties in Engineered Product Development ", Structural and Multidisciplinary Optimization, 2016-12
  • Byeng D. Youn^*, Byung C. Jung, Heonjun Yoon, Hyunseok Oh, Guesuk Lee, Minji Yoo, and Young Chul Huh, "Hierarchical model calibration for designing piezoelectric energy harvester in the presence of variability in material properties and geometry ", Structural and Multidisciplinary Optimization, 2016-01
  • Zhimin Xi, Byeng D. Youn^*, Byung C. Jung, and Joung Taek Yoon, "Random Field Modeling with Insufficient Field Data for Probability Analysis and Design ", Structural and Multidisciplinary Optimization, 2015-03
  • Byung C. Jung, Jungho Park, Hyunseok Oh, Jisun Kim, and Byeng D. Youn^*, "A Framework of Model Validation and Virtual Product Qualification with Limited Experimental Data Based on Statistical Inference ", Structural and Multidisciplinary Optimization, 2015-03
  • Byung C. Jung, Dooho Lee^*, Byeng D. Youn^*, and Soobum Lee, "A Statistical Characterization Method for Damping Material Properties and Its Application to Structural Acoustic System Design ", Journal of Mechanical Science and Technology, 2011-08
  • Byeng D. Youn^*, Byung C. Jung, Zhimin Xi, Sang Bum Kim and Wook-Ryun Lee, "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", Computer Methods in Applied Mechanics and Engineering, 2011-03
  • Byung C. Jung, Doo-Ho Lee^*, and Byeng D. Youn^*, "Optimal Design of Constrained- Layer Damping Considering Variability in Material and Operational Condition ", AIAA Journal, 2009-12
  • Soobum Lee, Byeng D Youn^*, and Byung C. Jung, "Robust segment-type energy harvester and its application to wireless sensor ", Smart Materials and Structures, 2009-09

  • 등록된 실적이 없습니다.

  • Hyunseok Oh, Jisun Kim, Jungho Park, Byeng D. Youn, and Byung C. Jung, "Model Refinement for Fracture Failure Prediction of Smartphone LCD with Unrecognized Blind Uncertainty ", 11th World Congress of Structural and Multidisciplinary Optimization, 2015-06-07
  • Hyunseok Oh, Hsiu-Ping Wei, Bongtae Han, Byung C. Jung, Changwoon Han, Byeng D. Youn, and Hojeong Moon, "Prediction of Statistical Distribution of Solder Joint Fatigue Lifetime Using Hybrid Probabilistic Approach ", SEM 2014 Annual Conference & Exposition, 2014-06-02
  • Byeng D. Youn, Byung C. Jung and Jisun Kim, "A Framework of Statistical Model Validation for Virtual Product Testing", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Byung C. Jung, Byeng D. Youn, Jisun Kim, and Jong M. Ha, "A Framework of Statistical Virtual Product Testing with Validity Check ", 2nd International Conference on COmputational Design in Engineering, 2012-11-13
  • Byung C. Jung, Byeng D. Youn, and Jisun Kim , "A Virtual Testing Framework for Engineering Product Development ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Byung C. Jung, Chulmin Cho, Heonjun Yoon, Hansol Yoon, Byeng D.Youn, Yoon Young Kim, "Statistical Model Calibration for Energy Harvesting Skin Analysis and Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Chao Hu, Taejin Kim, Byung C. Jung, and Byeng D. Youn, "A Hybrid Prognostic Algorithm for Online Prediction of Lithium-Ion Battery SOH and SOL ", International Conference on Materials and Reliability, 2011-11-20
  • Byung C. Jung, Heonjun Yoon, and Byeng D. Youn, "Harvestable Energy Map of Train System for Energy Harvesting ", International Symposium on Green Manufacturing and Applications 2011, 2011-10-06
  • Byung C. Jung, Chulmin Cho, and Byeng D. Youn, "A Development of Robust Energy Harvesting Skin with Statistical Model Calibration ", International Symposium on Green Manufacturing and Applications 2011, 2011-10-06
  • Zhimin Xi, Byung C. Jung, and Byeng D. Youn, "Random Field Characterization with Insufficient Data Sets for Probability Analysis and Design ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Byeng D. Youn, Byung C. Jung, Zhimin Xi, and Sang Bum Kim , "A Hierarchical Framework for Statistical Model Calibration in Engineering Product Development ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Soobum Lee, Byeng D. Youn, and Byung C. Jung, "Segment-Type Energy Harvester Powering Wireless Sensor for Building Automation ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Byung C. Jung, Dooho Lee, and Byeng D. Youn, "Damping Layout Design Optimization of Structural-Acoustic Systems Considering Temperature and Material Variability ", The 16th International Congress on Sound and Vibration, 2009-07-05
  • Dooho Lee, Byung C. Jung, and Byeng D. Youn, "Optimal Design of Constrained Layer Damping Considering Uncertainties of Viscoelastic Material ", 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2008-09-10
  • Byeng D. Youn and Byung C. Jung, "A Hierarchical Validation of Predictive Models for Engineered System Design ", 5th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2008-06

  • 정병창, 윤정택, 허영철, 윤병동, "극저온 배관계 누설탐지 시스템 실적용 검증 연구 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • 오현석, 김지선, 윤병동, 정병창, "불인지 불확실성을 고려한 공학 시스템 해석 모델의 개선 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • 오현석, 김지선, 박정호, 윤병동, 정병창, "스마트 폰 LDC 파손 모사를 위해 개발된 해석 모델의 개선 ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 오현석, 시핑 웨이, 한봉태, 정병창, 한창운, 윤병동, "통계적 모델 보정을 이용한 솔더 조인트 수명 예측 향상 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 정병창, 김지선, 윤병동, "통계적 모델 검증 및 보정 기법 ", 한국정밀공학회 2011년도 추계학술대회, 2011-10-26
  • 정병창, 윤헌준, 윤병동, "에너지 하베스팅을 위한 철도 시스템 에너지 맵 ", 한국정밀공학회 2011년도 춘계학술대회, 2011-06-01
  • 정병창, 조철민, 윤병동, "자가발전 건전성 모니터링을 위한 에너지 하베스팅 스킨 ", 한국정밀공학회 2011년도 춘계학술대회, 2011-06-01
  • 정병창, 윤한솔, 조철민, 김홍진, 윤병동, 김윤영, "자가발전 무선센서를 위한 다기능 에너지 하베스팅 스킨 ", 대한기계학회 2011년도 CAE 및 응용역학부문 춘계학술대회, 2011-04-14
  • 이두호, 정병창, 윤병동, "분수차 미분모델에 기반한 점탄성 제진재의 변동성 평가 방법 ", 대한기계학회 2010년도 동역학 및 제어부문 춘계학술대회, 2010-06-03

  • 등록된 실적이 없습니다.

  • Byeng D. Youn and Byung C. Jung, "Device for Alarming Usage Time of Toothbrush ", Patent Registration, Republic of Korea, 10-1242813, 2013-03-06

  • 오현석, 김지선, 윤병동, 정병창, "대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회 - 우수논문상", 2016-04-08
  • Zhimin Xi, 정병창, 윤병동, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28
  • 이두호, 정병창, 윤병동, "대한기계학회 2010년도 동역학 및 제어부문 춘계학술대회 - 우수논문상", 2010-12-02
  • 이수범, 윤병동, 정병창, "Smart Materials and Structures - Highlights of 2009", 2010-03-01

  Name	Byung C. Jung (정병창)
  Graduation Year	August 2011
  Doctoral Dissertation	A Hierarchical Framework for Statistical Model Validation of Engineered Systems
  Research Area	Statistical Model Verification and Validation, Piezoelectric Energy Harvesting [Website]
  Location	Korea Institute of Machinery and Materials
  E-mail	bcjung@kimm.re.kr
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Chao Hu, Kai Goebel, David Howey, Zhike Peng, Dong Wang, Peng Wang, and Byeng D. Youn, "Editorial: Special issue on Physics-informed Machine learning Enabling Fault Feature Extraction and Robust Failure Prognosis ", Mechanical Systems and Signal Processing, 2023-06
  • Adam Thelen, Xiaoge Zhang, Olga Fink, Yan Lu, Sayan Ghosh, Byeng D. Youn, Michael D. Todd, Sankaran Mahadevan, Chao Hu^*, and Zhen Hu^*, "A Comprehensive Review of Digital Twin - Part 2: Roles of Uncertainty Quantification and Optimization, a Battery Digital Twin, and Perspectives ", Structural and Multidisciplinary Optimization, 2023-01
  • Adam Thelen, Xiaoge Zhang, Olga Fink, Yan Lu, Sayan Ghosh, Byeng D.Youn, Michael D. Todd, Sankaran Mahadevan, Chao Hu^*, and Zhen Hu^*, "A Comprehensive Review of Digital Twin - Part 1: Modeling and Twinning Enabling Technologies ", Structural and Multidisciplinary Optimization, 2022-11
  • Byeng D. Youn^*, Kyung Min Park, Chao Hu, Joung Taek Yoon, Hee Soo Kim, Beom Chan Jang, and Yong Chae Bae, "Statistical Health Reasoning of Water-Cooled Power Generator Stator Windings against Moisture Absorption ", IEEE Transactions on Energy Conversion, 2015-12
  • Chao Hu, Byeng D. Youn^*, Taejin Kim, and Pingfeng Wang, "A Co-Training-Based Approach for Prediction of Remaining Useful Life Utilizing both Failure and Suspension Data ", Mechanical Systems and Signal Processing, 2015-10
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06
  • Chao Hu, Byeng D. Youn^*, and Heonjun Yoon, "An Adaptive Dimension Decomposition and Reselection Method for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2013-03
  • Chao Hu, Pingfeng Wang, Byeng D. Youn^*, Wook-Ryun Lee, and Joung Taek Yoon, "Copula-Based Statistical Health Grade System against Mechanical Faults of Power Transformers ", IEEE Transactions on Power Delivery, 2012-10
  • Chao Hu, Byeng D. Youn^*, and Jaesik Chung, "A Multiscale Framework with Extended Kalman Filter for Lithium-Ion Battery SOC and Capacity Estimation ", Applied Energy, 2012-04
  • Pingfeng Wang, Byeng D.Youn^*, and Chao Hu, "A Generic Probabilistic Framework for Structural Health Prognostics and Uncertainty Management ", Mechanical Systems and Signal Processing, 2012-04
  • Zhimin Xi, Chao Hu, and Byeng D. Youn^*, "A Comparative Study of Probability Estimation Methods for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2012-01
  • Byeng D. Youn^*, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", Journal of Mechanical Design, 2011-10
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn^*, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", Journal of Mechanical Design, 2011-07
  • Chao Hu and Byeng D. Youn^*, "An Asymmetric Dimension-Adaptive Tensor Product Method for Reliability Analysis ", Structural Safety, 2011-05
  • Chao Hu and Byeng D. Youn^*, "Adaptive-Sparse Polynomial Chaos Expansion for Reliability Analysis and Design of Complex Engineering Systems ", Structural and Multidisciplinary Optimization, 2011-03
  • Zhimin Xi, Byeng D. Youn^*, and Chao Hu, "Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", Journal of Mechanical Design, 2010-10
  • Domestic Journal
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복원가능 시스템 설계를 위한 복원도 할당", 제어로봇시스템학회 논문지, 2011-11
  • International Conference
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang and Chao Hu, "A Time-dependent Resilient-driven System Design Framework ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Kyung Min Park, Byeng D. Youn, Joung T. Yoon, Chao Hu, Hee Soo Kim, and Yong Chae Bae , "Health Diagnostics of Water-Cooled Power Generator Stator Windings Using a Directional Mahalanobis Distance (DMD) ", 2013 IEEE International Conference on Prognostics and Health Management, 2013-06-24
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang, and Chao Hu, "A Time-dependent Framework of Resilience-Driven System Design and Its Application to Wind turbine System Design ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Chao Hu, Pingfeng Wang, Byeng D. Youn, Wook-Ryun Lee, and Joung Taek Yoon, "Statistical Health Grade System against Mechanical failures of Power Transformers ", Annual Conference of the Prognostics and Health Management Society 2012, 2012-09-23
  • Chao Hu, Byeng D. Youn, Pingfeng Wang, and JoungTaek Yoon, "An Ensemble Approach for Robust Data-Driven Prognostics ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Byeng D.Youn, Chao Hu, Pingfeng Wang, and Joung Taek Yoon, "Resilience Allocation for Engineered System Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Byeng D.Youn, Chao Hu, Taejin Kim, and Jaesik Chung, "Online State-of-Health Prediction of Lithium-Ion Battery with a Multiscale Filtering Technique ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Chao Hu, Taejin Kim, Byung C. Jung, and Byeng D. Youn, "A Hybrid Prognostic Algorithm for Online Prediction of Lithium-Ion Battery SOH and SOL ", International Conference on Materials and Reliability, 2011-11-20
  • Chao Hu, Byeng D. Youn, Taejin Kim, and Jaesik Chung, "Online Estimation of Lithium-Ion Battery State-of-Charge and Capacity with a Multiscale Filtering Technique ", Annual Conference of the Prognostics and Health Management Society 2011, 2011-09-25
  • Chao Hu, Byeng D. Youn, and Tae Jin Kim, "Semi-Supervised Learning with Co-Training for Data-Driven Prognostics ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Byeng D. Youn, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Chao Hu and Byeng D. Youn, "An Asymmetric Dimension-Adaptive Tensor-Product Method for Reliability Analysis ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-driven Pognostic Algorithms for Robust Prediction of Remaining Useful Life", 2011 IEEE International Conference on Prognostics and Health Management, 2011-06-20
  • Byeng D.Youn, Chao Hu, and Pingfeng Wang, "A General Framework of Virtual Product Testing Using Statistical Computer Model Calibration ", 9th World Congress on Structural and Multidisciplinary Optimization, 2011-06-13
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Probabilistic DetectabilityBased Structural Sensor Network Design Methodology for Prognostics and Health Management ", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Zhimin Xi, Byeng D. Youn, and Chao Hu, "Effective Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Generic Sensor Network Design Framework Based on a Detectability Measure ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Chao Hu, and Byeng D. Youn, "Asymmetric Dimension-Adaptive Tensor Product Method for Reliability Analysis ", 51th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2010-04-12
  • Chao Hu, and Byeng D. Youn, "Anisotropic Dimension-Adaptive Tensor Product Method for Reliability Analysis and Design ", 51th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2010-04-12
  • Chao Hu and Byeng D. Youn, "Adaptive-Sparse Polynomial Chaos Expansion for Reliability Analysis and Design of Complex Engineering Systems ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", 50th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2009-05-04
  • Domestic Conference
  • 윤정택, 윤병동, 왕핑펭, 후차오, "개선된 복원도 기반 설계 방법론과 풍력발전기 블레이드 설계로의 적용 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복잡한 공학 시스템을 위한 복원가능 시스템 설계", 대한기계학회 2011년도 추계학술대회, 2011-11-02
  • 김태진, 윤병동, 후차오, "리튬 이온 전지의 온라인 SOH, SOL 예측을 위한 하이브리드 예지 알고리즘 적용 ", 한국정밀공학회 2011년도 추계학술대회, 2011-10-26
  • 후차오, 윤병동, 김태진, "부분지도학습과 공동학습을 이용한 데이터 주도 상태 예측 ", 대한기계학회 2011년도 신뢰성부문 춘계학술대회, 2011-05-19
  • 후차오, 윤병동, 정재식 , "확장 칼만 필터를 이용한 리튬 이온 전지의 충전률, 용량 예측 방법 ", 대한기계학회 2011년도 신뢰성부문 춘계학술대회, 2011-05-19
  • 후차오, 윤병동, 정재식, "확장 칼만 필터를 이용한 리튬 이온 전지의 충전률, 용량 예측 방법 ", 대한기계학회 2011년도 CAE 및 응용역학부문 춘계학술대회, 2011-04-14
  • Book & Chapter
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Engineering Design under Uncertainty and Health Prognostics ", Springer, 2018-07
  • Chao Hu, Pingfeng Wang, and Byeng D. Youn, "Numerical Methods for Reliability and Safety Assessment (Advances in System Reliability Analysis under Uncertainty) ", Springer, 2014-10
  • Awards
  • Chao Hu, 윤병동, 정재식, "Applied Energy - Highly Cited Research Paper 2012 to 2013", 2015-03-09
  • Chao Hu, 윤병동, Pingfeng Wang, 윤정택, " ASME 2012 IDETC Design Automation Conference - Top 10 Best Papers (out of 118) ", 2012-08-12
  • Chao Hu, 윤병동, 김태진, "2012 IEEE International Conference on Prognostics and Health Management - Best Industry Paper Award", 2012-07-05
  • 윤병동, Chao Hu, Pingfeng Wang, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28

  • Chao Hu, Kai Goebel, David Howey, Zhike Peng, Dong Wang, Peng Wang, and Byeng D. Youn, "Editorial: Special issue on Physics-informed Machine learning Enabling Fault Feature Extraction and Robust Failure Prognosis ", Mechanical Systems and Signal Processing, 2023-06
  • Adam Thelen, Xiaoge Zhang, Olga Fink, Yan Lu, Sayan Ghosh, Byeng D. Youn, Michael D. Todd, Sankaran Mahadevan, Chao Hu^*, and Zhen Hu^*, "A Comprehensive Review of Digital Twin - Part 2: Roles of Uncertainty Quantification and Optimization, a Battery Digital Twin, and Perspectives ", Structural and Multidisciplinary Optimization, 2023-01
  • Adam Thelen, Xiaoge Zhang, Olga Fink, Yan Lu, Sayan Ghosh, Byeng D.Youn, Michael D. Todd, Sankaran Mahadevan, Chao Hu^*, and Zhen Hu^*, "A Comprehensive Review of Digital Twin - Part 1: Modeling and Twinning Enabling Technologies ", Structural and Multidisciplinary Optimization, 2022-11
  • Byeng D. Youn^*, Kyung Min Park, Chao Hu, Joung Taek Yoon, Hee Soo Kim, Beom Chan Jang, and Yong Chae Bae, "Statistical Health Reasoning of Water-Cooled Power Generator Stator Windings against Moisture Absorption ", IEEE Transactions on Energy Conversion, 2015-12
  • Chao Hu, Byeng D. Youn^*, Taejin Kim, and Pingfeng Wang, "A Co-Training-Based Approach for Prediction of Remaining Useful Life Utilizing both Failure and Suspension Data ", Mechanical Systems and Signal Processing, 2015-10
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06
  • Chao Hu, Byeng D. Youn^*, and Heonjun Yoon, "An Adaptive Dimension Decomposition and Reselection Method for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2013-03
  • Chao Hu, Pingfeng Wang, Byeng D. Youn^*, Wook-Ryun Lee, and Joung Taek Yoon, "Copula-Based Statistical Health Grade System against Mechanical Faults of Power Transformers ", IEEE Transactions on Power Delivery, 2012-10
  • Chao Hu, Byeng D. Youn^*, and Jaesik Chung, "A Multiscale Framework with Extended Kalman Filter for Lithium-Ion Battery SOC and Capacity Estimation ", Applied Energy, 2012-04
  • Pingfeng Wang, Byeng D.Youn^*, and Chao Hu, "A Generic Probabilistic Framework for Structural Health Prognostics and Uncertainty Management ", Mechanical Systems and Signal Processing, 2012-04
  • Zhimin Xi, Chao Hu, and Byeng D. Youn^*, "A Comparative Study of Probability Estimation Methods for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2012-01
  • Byeng D. Youn^*, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", Journal of Mechanical Design, 2011-10
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn^*, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", Journal of Mechanical Design, 2011-07
  • Chao Hu and Byeng D. Youn^*, "An Asymmetric Dimension-Adaptive Tensor Product Method for Reliability Analysis ", Structural Safety, 2011-05
  • Chao Hu and Byeng D. Youn^*, "Adaptive-Sparse Polynomial Chaos Expansion for Reliability Analysis and Design of Complex Engineering Systems ", Structural and Multidisciplinary Optimization, 2011-03
  • Zhimin Xi, Byeng D. Youn^*, and Chao Hu, "Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", Journal of Mechanical Design, 2010-10

  • 윤병동, 후차오, 왕핑펭, 윤정택, "복원가능 시스템 설계를 위한 복원도 할당", 제어로봇시스템학회 논문지, 2011-11

  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang and Chao Hu, "A Time-dependent Resilient-driven System Design Framework ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Kyung Min Park, Byeng D. Youn, Joung T. Yoon, Chao Hu, Hee Soo Kim, and Yong Chae Bae , "Health Diagnostics of Water-Cooled Power Generator Stator Windings Using a Directional Mahalanobis Distance (DMD) ", 2013 IEEE International Conference on Prognostics and Health Management, 2013-06-24
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang, and Chao Hu, "A Time-dependent Framework of Resilience-Driven System Design and Its Application to Wind turbine System Design ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Chao Hu, Pingfeng Wang, Byeng D. Youn, Wook-Ryun Lee, and Joung Taek Yoon, "Statistical Health Grade System against Mechanical failures of Power Transformers ", Annual Conference of the Prognostics and Health Management Society 2012, 2012-09-23
  • Chao Hu, Byeng D. Youn, Pingfeng Wang, and JoungTaek Yoon, "An Ensemble Approach for Robust Data-Driven Prognostics ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Byeng D.Youn, Chao Hu, Pingfeng Wang, and Joung Taek Yoon, "Resilience Allocation for Engineered System Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Byeng D.Youn, Chao Hu, Taejin Kim, and Jaesik Chung, "Online State-of-Health Prediction of Lithium-Ion Battery with a Multiscale Filtering Technique ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Chao Hu, Taejin Kim, Byung C. Jung, and Byeng D. Youn, "A Hybrid Prognostic Algorithm for Online Prediction of Lithium-Ion Battery SOH and SOL ", International Conference on Materials and Reliability, 2011-11-20
  • Chao Hu, Byeng D. Youn, Taejin Kim, and Jaesik Chung, "Online Estimation of Lithium-Ion Battery State-of-Charge and Capacity with a Multiscale Filtering Technique ", Annual Conference of the Prognostics and Health Management Society 2011, 2011-09-25
  • Chao Hu, Byeng D. Youn, and Tae Jin Kim, "Semi-Supervised Learning with Co-Training for Data-Driven Prognostics ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Byeng D. Youn, Chao Hu, and Pingfeng Wang, "Resilience-Driven System Design of Complex Engineered Systems ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Chao Hu and Byeng D. Youn, "An Asymmetric Dimension-Adaptive Tensor-Product Method for Reliability Analysis ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-driven Pognostic Algorithms for Robust Prediction of Remaining Useful Life", 2011 IEEE International Conference on Prognostics and Health Management, 2011-06-20
  • Byeng D.Youn, Chao Hu, and Pingfeng Wang, "A General Framework of Virtual Product Testing Using Statistical Computer Model Calibration ", 9th World Congress on Structural and Multidisciplinary Optimization, 2011-06-13
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Probabilistic DetectabilityBased Structural Sensor Network Design Methodology for Prognostics and Health Management ", Annual Conference of the Prognostics and Health Management Society 2010, 2010-10-14
  • Zhimin Xi, Byeng D. Youn, and Chao Hu, "Effective Random Field Characterization Considering Statistical Dependence for Probability Analysis and Design ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Ensemble of Data-Driven Prognostic Algorithms with Weight Optimization and K-Fold Cross Validation ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Pingfeng Wang, Byeng D. Youn, and Chao Hu, "A Generic Sensor Network Design Framework Based on a Detectability Measure ", ASME 2010 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2010-08-15
  • Chao Hu, and Byeng D. Youn, "Asymmetric Dimension-Adaptive Tensor Product Method for Reliability Analysis ", 51th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2010-04-12
  • Chao Hu, and Byeng D. Youn, "Anisotropic Dimension-Adaptive Tensor Product Method for Reliability Analysis and Design ", 51th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2010-04-12
  • Chao Hu and Byeng D. Youn, "Adaptive-Sparse Polynomial Chaos Expansion for Reliability Analysis and Design of Complex Engineering Systems ", ASME 2009 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2009-08-30
  • Pingfeng Wang, Chao Hu, and Byeng D. Youn, "A Generalized Complementary Intersection Method (CIM) for System Reliability Analysis ", 50th AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2009-05-04

  • 윤정택, 윤병동, 왕핑펭, 후차오, "개선된 복원도 기반 설계 방법론과 풍력발전기 블레이드 설계로의 적용 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복잡한 공학 시스템을 위한 복원가능 시스템 설계", 대한기계학회 2011년도 추계학술대회, 2011-11-02
  • 김태진, 윤병동, 후차오, "리튬 이온 전지의 온라인 SOH, SOL 예측을 위한 하이브리드 예지 알고리즘 적용 ", 한국정밀공학회 2011년도 추계학술대회, 2011-10-26
  • 후차오, 윤병동, 김태진, "부분지도학습과 공동학습을 이용한 데이터 주도 상태 예측 ", 대한기계학회 2011년도 신뢰성부문 춘계학술대회, 2011-05-19
  • 후차오, 윤병동, 정재식 , "확장 칼만 필터를 이용한 리튬 이온 전지의 충전률, 용량 예측 방법 ", 대한기계학회 2011년도 신뢰성부문 춘계학술대회, 2011-05-19
  • 후차오, 윤병동, 정재식, "확장 칼만 필터를 이용한 리튬 이온 전지의 충전률, 용량 예측 방법 ", 대한기계학회 2011년도 CAE 및 응용역학부문 춘계학술대회, 2011-04-14

  • Chao Hu, Byeng D. Youn, and Pingfeng Wang, "Engineering Design under Uncertainty and Health Prognostics ", Springer, 2018-07
  • Chao Hu, Pingfeng Wang, and Byeng D. Youn, "Numerical Methods for Reliability and Safety Assessment (Advances in System Reliability Analysis under Uncertainty) ", Springer, 2014-10

  • 등록된 실적이 없습니다.

  • Chao Hu, 윤병동, 정재식, "Applied Energy - Highly Cited Research Paper 2012 to 2013", 2015-03-09
  • Chao Hu, 윤병동, Pingfeng Wang, 윤정택, " ASME 2012 IDETC Design Automation Conference - Top 10 Best Papers (out of 118) ", 2012-08-12
  • Chao Hu, 윤병동, 김태진, "2012 IEEE International Conference on Prognostics and Health Management - Best Industry Paper Award", 2012-07-05
  • 윤병동, Chao Hu, Pingfeng Wang, "ASME 2011 IDETC Design Automation Conference - Top 10 Best Papers (out of 122)", 2011-08-28

  Name	Chao Hu
  Graduation Year	August 2011
  Doctoral Dissertation	Advances in System Reliability-based Design and Prognostics and Health Management (PHM) for System Resilience Analysis and Design
  Research Area	Design of Energy Storage Systems, Reliability Analysis and Risk Management, Prognostics and Health Management [Website]
  Location	Associate Professor at University of Connecticut
  E-mail	chaohu@iastate.edu
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Conference
  • Lulu Wang, Shapour Azarm, Byeng D. Youn, and P. K. Kannan, "Customer-Driven Product Design Selection with User- Generated Content (Ugc)", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • Lulu Wang, Shapour Azarm, Byeng D. Youn, and P. K. Kannan, "Customer-Driven Product Design Selection with User- Generated Content (Ugc)", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  Name	Lulu Wang
  Graduation Year	February 2012
  Doctoral Dissertation	Product Design Selection Using Online Customer Reviews
  Research Area	Customer-driven Product Design, Reliability Tests and Analysis of a Microelectronics Component [Website]
  Location	Beijing Newmicrot Company
  E-mail	litwallaby@yahoo.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Byung Chul Jeon¹, Joon Ha Jung¹, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn^*, "Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis ", Journal of Mechanical Science and Technology, 2020-04
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn^*, Myungyon Kim, Donghwan Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Systems ", Mechanical Systems and Signal Processing, 2017-06
  • Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn^*, Yeon-Whan Kim, and Yong-Chae Bae, "Datum Unit Optimization for Robustness of a Journal Bearing Diagnosis System ", International Journal of Precision Engineering and Manufacturing, 2015-10
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06
  • Domestic Journal
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 이상상태 진단을 위한 데이텀 효용성 평가 ", 대한기계학회논문집 A권, 2015-08
  • International Conference
  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn, "Unsupervised Fault Diagnosis of Journal Bearing Rotor System with Heterogeneous Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, and Byeng D. Youn, "Smart Diagnosis of Journal Bearing Rotor System: Unsupervisde Feature Extraction Scheme by Deep Learning ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, Donghwan Kim, Yeonwhan Kim, "Omnidirectional Regeneration of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Rotor Systems ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-23
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) based Robust Diagnosis of Directional Anomalies in Journal Bearing Systems ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Byeng. D. Youn, Joon Ha Jung, Byung Chul Jeon, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration of Gap Sensor Signals for the Diagnosis of Rotors ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration (ODR) of Gap Sensor Signal for Journal Bearing System Diagnosis ", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Byungchul Jeon, Joonha Jung, Byeng D. Youn, Yeonwhan Kim, and Yong-Chae Bae , "Statistical Approach to Diagnostic Rules for Various Malfunctions of Journal Bearing System Using Fisher Discriminant Analysis ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Byungchul Jeon, Joonha Jung, and Byeng D. Youn, "Statistical Approach to Fault Identification in Journal Bearing Rotor System ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Jong M. Ha, Byungchul Jeon,Seunghyuk Choi, Byeng D. Youn, Joo-Ho Choi, Yoong Ho Jung, Bongtae Han, and Changwoon Han, "Health Data Definition for Health Diagnostics of Wind Turbine Gearbox ", International Symposium on Green Manufacturing and Applications 2013, 2013-06-25
  • Seunghyuk Choi, Jong M. Ha, Byungchul Jeon, and Byeng D. Youn, "Fault Diagnostics and Prognostics in Offshore Wind Turbines: Review and Vision ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27
  • Domestic Conference
  • 오현석, 전병철, 정준하, 윤병동, "딥러닝을 이용한 발전소 스팀터빈 저널 베어링 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 전병철, 오현석, 정준하, 윤병동, "저널 베어링 고장 진단을 위한 자율학습 특질 추출법 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27
  • 최환오, 정준하, 전병철, 윤병동, 권기범, 김연환, "해석모델 보정을 위한 새로운 보정 척도의 성능 평가 연구 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 전방향 진동 분석을 적용한 상태진단 및 이상 수준 예측 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "500MW급 화력 발전소 터빈의 회전체 모델링 및 해석 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 시스템의 강건한 상태 진단과 이상상태 수준 예측 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회 , 2015-02-25
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "저널베어링 진동신호의 좌표축 변환을 통한 강건한 진단 알고리즘 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "이상상태 검출을 위한 RK4 회전체 시스템에 대한 회전체동역학 해석 및 검증 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 이상상태 진단시스템의 데이텀 정의 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "RK4 다축 회전체 시스템의 이상상태 모델링 및 검증 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "진동측정 좌표축 회전을 이용한 저널베어링 상태 진단 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링 상태 진단을 위한 최적의 데이터 분석 기준 설정 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, "진동신호의 통계적 분석을 적용한 회전체 이상진단 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 하종문, 전병철, 윤병동, "풍력발전기 기어박스의 진동기반 건전성 인자 추출 시스템 ", 한국풍력에너지학회 2013 춘계학술대회, 2013-06-24
  • 하종문, 윤병동, 전병철, 최승혁, 원박, "풍력 발전기의 실시간 건전성 모니터링 프레임워크", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • Patent
  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, "Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, United States of America, 10520354, 2019-12-31
  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, " Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, Republic of Korea, 10-1748559, 2017-06-13
  • Byeng D. Youn, Byungchul Jeon, Jong M. Ha, Seunghyuk Choi, and Won Bak, "Wind Turbine Data Classification System ", Patent Registration, Republic of Korea, 10-1468627, 2014-11-27
  • Awards
  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27

  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Byung Chul Jeon¹, Joon Ha Jung¹, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn^*, "Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis ", Journal of Mechanical Science and Technology, 2020-04
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn^*, Myungyon Kim, Donghwan Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Systems ", Mechanical Systems and Signal Processing, 2017-06
  • Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn^*, Yeon-Whan Kim, and Yong-Chae Bae, "Datum Unit Optimization for Robustness of a Journal Bearing Diagnosis System ", International Journal of Precision Engineering and Manufacturing, 2015-10
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06

  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 이상상태 진단을 위한 데이텀 효용성 평가 ", 대한기계학회논문집 A권, 2015-08

  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn, "Unsupervised Fault Diagnosis of Journal Bearing Rotor System with Heterogeneous Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, and Byeng D. Youn, "Smart Diagnosis of Journal Bearing Rotor System: Unsupervisde Feature Extraction Scheme by Deep Learning ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, Donghwan Kim, Yeonwhan Kim, "Omnidirectional Regeneration of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Rotor Systems ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-23
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) based Robust Diagnosis of Directional Anomalies in Journal Bearing Systems ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Byeng. D. Youn, Joon Ha Jung, Byung Chul Jeon, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration of Gap Sensor Signals for the Diagnosis of Rotors ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration (ODR) of Gap Sensor Signal for Journal Bearing System Diagnosis ", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Byungchul Jeon, Joonha Jung, Byeng D. Youn, Yeonwhan Kim, and Yong-Chae Bae , "Statistical Approach to Diagnostic Rules for Various Malfunctions of Journal Bearing System Using Fisher Discriminant Analysis ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Byungchul Jeon, Joonha Jung, and Byeng D. Youn, "Statistical Approach to Fault Identification in Journal Bearing Rotor System ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Jong M. Ha, Byungchul Jeon,Seunghyuk Choi, Byeng D. Youn, Joo-Ho Choi, Yoong Ho Jung, Bongtae Han, and Changwoon Han, "Health Data Definition for Health Diagnostics of Wind Turbine Gearbox ", International Symposium on Green Manufacturing and Applications 2013, 2013-06-25
  • Seunghyuk Choi, Jong M. Ha, Byungchul Jeon, and Byeng D. Youn, "Fault Diagnostics and Prognostics in Offshore Wind Turbines: Review and Vision ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27

  • 오현석, 전병철, 정준하, 윤병동, "딥러닝을 이용한 발전소 스팀터빈 저널 베어링 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 전병철, 오현석, 정준하, 윤병동, "저널 베어링 고장 진단을 위한 자율학습 특질 추출법 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27
  • 최환오, 정준하, 전병철, 윤병동, 권기범, 김연환, "해석모델 보정을 위한 새로운 보정 척도의 성능 평가 연구 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 전방향 진동 분석을 적용한 상태진단 및 이상 수준 예측 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "500MW급 화력 발전소 터빈의 회전체 모델링 및 해석 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 시스템의 강건한 상태 진단과 이상상태 수준 예측 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회 , 2015-02-25
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "저널베어링 진동신호의 좌표축 변환을 통한 강건한 진단 알고리즘 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "이상상태 검출을 위한 RK4 회전체 시스템에 대한 회전체동역학 해석 및 검증 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 이상상태 진단시스템의 데이텀 정의 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "RK4 다축 회전체 시스템의 이상상태 모델링 및 검증 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "진동측정 좌표축 회전을 이용한 저널베어링 상태 진단 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링 상태 진단을 위한 최적의 데이터 분석 기준 설정 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, "진동신호의 통계적 분석을 적용한 회전체 이상진단 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 하종문, 전병철, 윤병동, "풍력발전기 기어박스의 진동기반 건전성 인자 추출 시스템 ", 한국풍력에너지학회 2013 춘계학술대회, 2013-06-24
  • 하종문, 윤병동, 전병철, 최승혁, 원박, "풍력 발전기의 실시간 건전성 모니터링 프레임워크", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, "Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, United States of America, 10520354, 2019-12-31
  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, " Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, Republic of Korea, 10-1748559, 2017-06-13
  • Byeng D. Youn, Byungchul Jeon, Jong M. Ha, Seunghyuk Choi, and Won Bak, "Wind Turbine Data Classification System ", Patent Registration, Republic of Korea, 10-1468627, 2014-11-27

  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27

  Name	Byung Chul Jeon (전병철)
  Graduation Year	February 2016
  Doctoral Dissertation	Unsupervised Learning and Diagnosis Method for Journal Bearing System in a Large-scale Power Plant
  Research Area	Prognostics and Health Management for a Journal Bearing System
  Location	Republic of Korea Airforce
  E-mail	puurni@empas.com
  View Publications

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  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Hyunhee Choi, Chen Jiang, Byeng D. Youn^*, and Taejin Kim^*, "Uncertainty Analysis of Stack Pressure in EV Battery Module System Using a Phenomenological Modeling Approach ", Journal of Energy Storage, 2023-12
  • Boseong Seo, Jaekyung Shin, Taejin Kim^*, and Byeng D. Youn^*, "Missing Data Imputation Using an Iterative Denoising Autoencoder (IDAE) for Dissolved Gas Analysis ", Electric Power Systems Research, 2022-11
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Byeng D. Youn^*, and Taejin Kim^*, "Effective Band-selection Algorithm for Rolling Element Bearing Diagnosis Using AE Sensor Data under Noisy Conditions ", Structural and Multidisciplinary Optimization, 2022-09
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim^*, and Byeng D. Youn^*, "Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor ", Measurement, 2022-04
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim^*, "Model Improvement with Experimental Design for Identifying Error Sources in a Computational Model ", Structural and Multidisciplinary Optimization, 2021-11
  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Taejin Kim and Byeng D. Youn^*, "Identifiability-based Model Decomposition for Hierarchical Calibration ", Structural and Multidisciplinary Optimization, 2019-11
  • Taejin Kim, Guesuk Lee, and Byeng D.Youn^*, "PHM Experimental Design for Effective State Separation using Jensen-Shannon Divergence ", Reliability Engineering & System Safety, 2019-10
  • Taejin Kim¹, Guesuk Lee¹, and Byeng D. Youn^*, "Uncertainty Characterization Under Measurement Errors Using Maximum Likelihood Estimation: Cantilever Beam End-to-End UQ Test Problem ", Structural and Multidisciplinary Optimization, 2019-02
  • Taejin Kim^*, Byeng D. Youn^*, and Hyunseok Oh, "Development of a Stochastic Effective Independence (SEFI) Method for Optimal Sensor Placement under Uncertainty ", Mechanical Systems and Signal Processing, 2018-10
  • Sihyeong Woo, Taejin Kim, Junmin Lee, Hyunseok Oh, Byeng D. Youn^*, and Daeil Kwon, "TDR based Multiple Leaks Detection System using S-parameters Transmission Line Model and Bayesian Inference for Long Distance Pipeline ", International Journal of Prognostics and Health Management, 2018-07
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, and Byeng D. Youn^*, "An Online Applicable Model for Predicting Health Degradation of PEM Fuel Cells with Root Cause Analysis ", IEEE Transactions on Industrial Electronics, 2016-11
  • Chao Hu, Byeng D. Youn^*, Taejin Kim, and Pingfeng Wang, "A Co-Training-Based Approach for Prediction of Remaining Useful Life Utilizing both Failure and Suspension Data ", Mechanical Systems and Signal Processing, 2015-10
  • Domestic Journal
  • 김태진, 윤병동, 우시형, "모델 기반 파이프 연결부 누수 감지 시스템 ", 대한기계학회논문집 A권, 2015-03
  • International Conference
  • Hyunhee Choi, Chen Jiang, Taejin Kim, and Byeng D. Youn, "Statistical Stack Pressure Estimation in Module Level Using Phenomenological Swelling Model ", 15th World Congress of Structural and Multidisciplinary Optimization, 2023-06-05
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Taejin Kim, and Byeng D. Youn, "Noise Robust Frequency Band Selection for Bearing Diagnosis using Acoustic Emission Signals ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Su J. Kim, Keunsu Kim, Jongmin Park, Hwayong Jeong, Sungjong Kim, Taejin Kim, and Byeng D. Youn, "Optimum Frequency Band Selection under Electromagnetic Interference for Low-speed bearing Diagnosis using AE Sensors ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim, "New Framework of Design of Experiment (DOE) using Gradient Information for Robust Model Calibration ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-25
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn, "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem ", American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018, 2018-01-08
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "Online Temperature Estimation of Li-ion Battery Pack Using Principal Component Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim, "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "A Robust Thermal Sensor Network Design for In-Situ Temperature Estimation of Li-ion Battery Pack ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Taejin Kim, Sunuwe Kim, Hyunseok Oh, Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", Asian Conference Experimental Mechanics 2016, 2016-11-16
  • Taejin Kim, Sunuwe Kim, and Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng. D. Youn, "Stepwise Leak Detection for Water Pipe Joints Using a Bayesian Method", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Byeng D. Youn, "Stochastic Effective Independence Method for Optimal Sensor Placement under Parametric Uncertainty ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-24
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Byeng D. Youn, "Pipeline Leak Detection Using Time Domain Reflectometry ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng D. Youn, "A Bayesian Framework of Stepwise Multiple-Leak Detection for Water Pipe Joints ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng D. Youn, "Multiple Leak Detection Method for Long Distance Pipeline Applying S-parameters Based TDR Signal Model and Bayesian Scheme ", SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring, 2016-03-22
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, Sunuwe Kim, Byeng D. Youn, "An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng. D. Youn, "TDR-based Water Leak Detection System Using Transmission Line Modeling and Bayesian Inference ", 3rd International Conference on Mterials and Reliability, 2015-11-24
  • Taejin Kim, Byeng D. Youn, and Sihyeng Woo, "TDR-based Pipe Leakage Detection and Location using Bayesian Inference ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Thermal Estimation of Battery Module/Pack with Kalman Filter and Surrogate Model ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-28
  • Taejin Kim, Byeng D. Youn and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, " Battery Pack Temperature Estimation Model for EVs and Its Semi-transient Case Study ", 2013 Prognostics and System Health Management Conference, 2013-09-08
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", ASME 2013 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2013-08-04
  • Byeng D.Youn, Chao Hu, Taejin Kim, and Jaesik Chung, "Online State-of-Health Prediction of Lithium-Ion Battery with a Multiscale Filtering Technique ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Chao Hu, Taejin Kim, Byung C. Jung, and Byeng D. Youn, "A Hybrid Prognostic Algorithm for Online Prediction of Lithium-Ion Battery SOH and SOL ", International Conference on Materials and Reliability, 2011-11-20
  • Byung C. Jung, Jisun Kim, and Byeng D. Youn, "A Framework of Virtual Testing for Engineered Product Development ", International Conference on Materials and Reliability, 2011-11-20
  • Chao Hu, Byeng D. Youn, Taejin Kim, and Jaesik Chung, "Online Estimation of Lithium-Ion Battery State-of-Charge and Capacity with a Multiscale Filtering Technique ", Annual Conference of the Prognostics and Health Management Society 2011, 2011-09-25
  • Chao Hu, Byeng D. Youn, and Tae Jin Kim, "Semi-Supervised Learning with Co-Training for Data-Driven Prognostics ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28
  • Domestic Conference
  • 최현희, Chen Jiang, 윤병동, 김태진, "현상학적 모델링 접근방식을 통한 EV 배터리 모듈 시스템의 면압 불확실성 해석 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-19
  • 김봉모, 최현희, 김태진, 윤병동, "리튬이온 배터리의 건전성 추정을 위한 증분용량 분석 데이터 피쳐 엔지니어링", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 최현희, Chen Jiang, 김태진, 윤병동, "파우치형 배터리 모듈의 구조 신뢰성 분석을 위한 통계적 면압 예측 모델 개발 ", 대한기계학회 2022년 학술대회, 2022-11-09
  • 김수지, 김태진, 윤병동, "구름 요소 베어링 고장 진단을 위한 다중 센서 기반 전자파간섭 노이즈 제거 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 최현희, 김태진, 윤병동, "스웰링을 고려한 파우치형 배터리 등가역모델 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김수지, 김태진, 윤병동, "모터 전류 신호를 활용한 포락스팩트럼 상의 전자파장애 노이즈 제거 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 손혜정, 김태진, 윤병동, "모델 보정의 유일 해를 위한 시험 설계 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김태진, 윤병동, "PHM 실험 디자인 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 이규석, 김태진, 윤병동, "측정 오류를 고려한 보 굽힘의 불확실성 모델링 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김태진, 김선의, 윤병동, "리튬 이온 배터리 팩의 실시간 온도 추정을 위한 센서 네트워크 디자인 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김태진, 오현석, 윤병동, "확률적 효율독립방법을 이용한 불확실 파라미터 조건 하 최적 센서 설치 방법론의 개발 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 김현재, 김태진, 김선의, 윤병동, "고출력 리튬 이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 김현재, 김태진, 윤병동, "고전압 리튬이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 김태진, 우시형, 윤병동, "TDR 신호와 베이지안 추론을 이용한 파이프 누수 감지 시스템 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 김태진, 윤병동, 김현재, 이건구, "전기 자동차 배터리 팩의 온도 관리를 위한 실시간 온도 예측 방법 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • 최승혁, 윤정택, 김현재, 김태진, 윤병동, "DTS 를 활용한 LNG 시설 내 극저온 배관계의 누설탐지 기술 개발", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 김태진, 윤병동, 후차오, "리튬 이온 전지의 온라인 SOH, SOL 예측을 위한 하이브리드 예지 알고리즘 적용 ", 한국정밀공학회 2011년도 추계학술대회, 2011-10-26
  • 후차오, 윤병동, 김태진, "부분지도학습과 공동학습을 이용한 데이터 주도 상태 예측 ", 대한기계학회 2011년도 신뢰성부문 춘계학술대회, 2011-05-19
  • Patent
  • Byeng D. Youn, Hyejeong Son, and Taejin Kim, " Model Updating with Error Sources Identification by Information Matrix ", Patent Registration, Republic of Korea, 10-2433219, 2022-08-11
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Registration, Republic of Korea, 10-1596794, 2016-02-17
  • Byeng D. Youn, Taejin Kim, and Gun Gu Lee, "System and Method for Predicting Temperature of Battery ", Patent Registration, Republic of Korea, 10-1449276, 2014-10-01
  • Byeng D. Youn, Su J. Kim, Seungyun Lee, Sungjong Kim, and Taejin Kim, "Apparatus and Method for Fault Diagnosis of Rotating Machinery ", Patent Application, Republic of Korea, 10-2023-0122639, 2023-09-14
  • Byeng D. Youn, Su J. Kim, Taejin Kim, Jongmin Park, Keunsu Kim, Taewan Hwang, and Hwayong Jeong , "Noise Canceling Apparatus and Method for Rotating Machine System ", Patent Application, Republic of Korea, 10-2023-0042645, 2023-03-31
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Application, Patent Cooperation Treaty, PCT/KR2015/004668, 2015-05-11
  • Awards
  • 최현희, 윤병동, 김태진, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 김태진, "대한기계학회 CAE 및 응용역학부문 2017년도 - 우수학위논문상(박사)", 2017-05-26
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26
  • Chao Hu, 윤병동, 김태진, "2012 IEEE International Conference on Prognostics and Health Management - Best Industry Paper Award", 2012-07-05

  • Hyunhee Choi, Chen Jiang, Byeng D. Youn^*, and Taejin Kim^*, "Uncertainty Analysis of Stack Pressure in EV Battery Module System Using a Phenomenological Modeling Approach ", Journal of Energy Storage, 2023-12
  • Boseong Seo, Jaekyung Shin, Taejin Kim^*, and Byeng D. Youn^*, "Missing Data Imputation Using an Iterative Denoising Autoencoder (IDAE) for Dissolved Gas Analysis ", Electric Power Systems Research, 2022-11
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Byeng D. Youn^*, and Taejin Kim^*, "Effective Band-selection Algorithm for Rolling Element Bearing Diagnosis Using AE Sensor Data under Noisy Conditions ", Structural and Multidisciplinary Optimization, 2022-09
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim^*, and Byeng D. Youn^*, "Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor ", Measurement, 2022-04
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim^*, "Model Improvement with Experimental Design for Identifying Error Sources in a Computational Model ", Structural and Multidisciplinary Optimization, 2021-11
  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Taejin Kim and Byeng D. Youn^*, "Identifiability-based Model Decomposition for Hierarchical Calibration ", Structural and Multidisciplinary Optimization, 2019-11
  • Taejin Kim, Guesuk Lee, and Byeng D.Youn^*, "PHM Experimental Design for Effective State Separation using Jensen-Shannon Divergence ", Reliability Engineering & System Safety, 2019-10
  • Taejin Kim¹, Guesuk Lee¹, and Byeng D. Youn^*, "Uncertainty Characterization Under Measurement Errors Using Maximum Likelihood Estimation: Cantilever Beam End-to-End UQ Test Problem ", Structural and Multidisciplinary Optimization, 2019-02
  • Taejin Kim^*, Byeng D. Youn^*, and Hyunseok Oh, "Development of a Stochastic Effective Independence (SEFI) Method for Optimal Sensor Placement under Uncertainty ", Mechanical Systems and Signal Processing, 2018-10
  • Sihyeong Woo, Taejin Kim, Junmin Lee, Hyunseok Oh, Byeng D. Youn^*, and Daeil Kwon, "TDR based Multiple Leaks Detection System using S-parameters Transmission Line Model and Bayesian Inference for Long Distance Pipeline ", International Journal of Prognostics and Health Management, 2018-07
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, and Byeng D. Youn^*, "An Online Applicable Model for Predicting Health Degradation of PEM Fuel Cells with Root Cause Analysis ", IEEE Transactions on Industrial Electronics, 2016-11
  • Chao Hu, Byeng D. Youn^*, Taejin Kim, and Pingfeng Wang, "A Co-Training-Based Approach for Prediction of Remaining Useful Life Utilizing both Failure and Suspension Data ", Mechanical Systems and Signal Processing, 2015-10

  • 김태진, 윤병동, 우시형, "모델 기반 파이프 연결부 누수 감지 시스템 ", 대한기계학회논문집 A권, 2015-03

  • Hyunhee Choi, Chen Jiang, Taejin Kim, and Byeng D. Youn, "Statistical Stack Pressure Estimation in Module Level Using Phenomenological Swelling Model ", 15th World Congress of Structural and Multidisciplinary Optimization, 2023-06-05
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Taejin Kim, and Byeng D. Youn, "Noise Robust Frequency Band Selection for Bearing Diagnosis using Acoustic Emission Signals ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Su J. Kim, Keunsu Kim, Jongmin Park, Hwayong Jeong, Sungjong Kim, Taejin Kim, and Byeng D. Youn, "Optimum Frequency Band Selection under Electromagnetic Interference for Low-speed bearing Diagnosis using AE Sensors ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim, "New Framework of Design of Experiment (DOE) using Gradient Information for Robust Model Calibration ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-25
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn, "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem ", American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018, 2018-01-08
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "Online Temperature Estimation of Li-ion Battery Pack Using Principal Component Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim, "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "A Robust Thermal Sensor Network Design for In-Situ Temperature Estimation of Li-ion Battery Pack ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Taejin Kim, Sunuwe Kim, Hyunseok Oh, Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", Asian Conference Experimental Mechanics 2016, 2016-11-16
  • Taejin Kim, Sunuwe Kim, and Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng. D. Youn, "Stepwise Leak Detection for Water Pipe Joints Using a Bayesian Method", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Byeng D. Youn, "Stochastic Effective Independence Method for Optimal Sensor Placement under Parametric Uncertainty ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-24
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Byeng D. Youn, "Pipeline Leak Detection Using Time Domain Reflectometry ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng D. Youn, "A Bayesian Framework of Stepwise Multiple-Leak Detection for Water Pipe Joints ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng D. Youn, "Multiple Leak Detection Method for Long Distance Pipeline Applying S-parameters Based TDR Signal Model and Bayesian Scheme ", SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring, 2016-03-22
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, Sunuwe Kim, Byeng D. Youn, "An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng. D. Youn, "TDR-based Water Leak Detection System Using Transmission Line Modeling and Bayesian Inference ", 3rd International Conference on Mterials and Reliability, 2015-11-24
  • Taejin Kim, Byeng D. Youn, and Sihyeng Woo, "TDR-based Pipe Leakage Detection and Location using Bayesian Inference ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Thermal Estimation of Battery Module/Pack with Kalman Filter and Surrogate Model ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-28
  • Taejin Kim, Byeng D. Youn and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, " Battery Pack Temperature Estimation Model for EVs and Its Semi-transient Case Study ", 2013 Prognostics and System Health Management Conference, 2013-09-08
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", ASME 2013 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2013-08-04
  • Byeng D.Youn, Chao Hu, Taejin Kim, and Jaesik Chung, "Online State-of-Health Prediction of Lithium-Ion Battery with a Multiscale Filtering Technique ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Chao Hu, Taejin Kim, Byung C. Jung, and Byeng D. Youn, "A Hybrid Prognostic Algorithm for Online Prediction of Lithium-Ion Battery SOH and SOL ", International Conference on Materials and Reliability, 2011-11-20
  • Byung C. Jung, Jisun Kim, and Byeng D. Youn, "A Framework of Virtual Testing for Engineered Product Development ", International Conference on Materials and Reliability, 2011-11-20
  • Chao Hu, Byeng D. Youn, Taejin Kim, and Jaesik Chung, "Online Estimation of Lithium-Ion Battery State-of-Charge and Capacity with a Multiscale Filtering Technique ", Annual Conference of the Prognostics and Health Management Society 2011, 2011-09-25
  • Chao Hu, Byeng D. Youn, and Tae Jin Kim, "Semi-Supervised Learning with Co-Training for Data-Driven Prognostics ", ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2011-08-28

  • 최현희, Chen Jiang, 윤병동, 김태진, "현상학적 모델링 접근방식을 통한 EV 배터리 모듈 시스템의 면압 불확실성 해석 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-19
  • 김봉모, 최현희, 김태진, 윤병동, "리튬이온 배터리의 건전성 추정을 위한 증분용량 분석 데이터 피쳐 엔지니어링", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 최현희, Chen Jiang, 김태진, 윤병동, "파우치형 배터리 모듈의 구조 신뢰성 분석을 위한 통계적 면압 예측 모델 개발 ", 대한기계학회 2022년 학술대회, 2022-11-09
  • 김수지, 김태진, 윤병동, "구름 요소 베어링 고장 진단을 위한 다중 센서 기반 전자파간섭 노이즈 제거 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 최현희, 김태진, 윤병동, "스웰링을 고려한 파우치형 배터리 등가역모델 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김수지, 김태진, 윤병동, "모터 전류 신호를 활용한 포락스팩트럼 상의 전자파장애 노이즈 제거 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 손혜정, 김태진, 윤병동, "모델 보정의 유일 해를 위한 시험 설계 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김태진, 윤병동, "PHM 실험 디자인 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 이규석, 김태진, 윤병동, "측정 오류를 고려한 보 굽힘의 불확실성 모델링 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김태진, 김선의, 윤병동, "리튬 이온 배터리 팩의 실시간 온도 추정을 위한 센서 네트워크 디자인 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김태진, 오현석, 윤병동, "확률적 효율독립방법을 이용한 불확실 파라미터 조건 하 최적 센서 설치 방법론의 개발 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 김현재, 김태진, 김선의, 윤병동, "고출력 리튬 이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 김현재, 김태진, 윤병동, "고전압 리튬이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 김태진, 우시형, 윤병동, "TDR 신호와 베이지안 추론을 이용한 파이프 누수 감지 시스템 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 김태진, 윤병동, 김현재, 이건구, "전기 자동차 배터리 팩의 온도 관리를 위한 실시간 온도 예측 방법 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • 최승혁, 윤정택, 김현재, 김태진, 윤병동, "DTS 를 활용한 LNG 시설 내 극저온 배관계의 누설탐지 기술 개발", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 김태진, 윤병동, 후차오, "리튬 이온 전지의 온라인 SOH, SOL 예측을 위한 하이브리드 예지 알고리즘 적용 ", 한국정밀공학회 2011년도 추계학술대회, 2011-10-26
  • 후차오, 윤병동, 김태진, "부분지도학습과 공동학습을 이용한 데이터 주도 상태 예측 ", 대한기계학회 2011년도 신뢰성부문 춘계학술대회, 2011-05-19

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Hyejeong Son, and Taejin Kim, " Model Updating with Error Sources Identification by Information Matrix ", Patent Registration, Republic of Korea, 10-2433219, 2022-08-11
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Registration, Republic of Korea, 10-1596794, 2016-02-17
  • Byeng D. Youn, Taejin Kim, and Gun Gu Lee, "System and Method for Predicting Temperature of Battery ", Patent Registration, Republic of Korea, 10-1449276, 2014-10-01
  • Byeng D. Youn, Su J. Kim, Seungyun Lee, Sungjong Kim, and Taejin Kim, "Apparatus and Method for Fault Diagnosis of Rotating Machinery ", Patent Application, Republic of Korea, 10-2023-0122639, 2023-09-14
  • Byeng D. Youn, Su J. Kim, Taejin Kim, Jongmin Park, Keunsu Kim, Taewan Hwang, and Hwayong Jeong , "Noise Canceling Apparatus and Method for Rotating Machine System ", Patent Application, Republic of Korea, 10-2023-0042645, 2023-03-31
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Application, Patent Cooperation Treaty, PCT/KR2015/004668, 2015-05-11

  • 최현희, 윤병동, 김태진, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 김태진, "대한기계학회 CAE 및 응용역학부문 2017년도 - 우수학위논문상(박사)", 2017-05-26
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26
  • Chao Hu, 윤병동, 김태진, "2012 IEEE International Conference on Prognostics and Health Management - Best Industry Paper Award", 2012-07-05

  Name	Taejin Kim (김태진)
  Graduation Year	February 2017
  Doctoral Dissertation	Effective Independence-Based Sensor Network Design for Health Assessment of Engineered Systems
  Research Area	Prognostics and Health Management for Lithium-ion Battery
  Location	Assistant Professor in the Department of Industrial and Information Systems Engineering at Jeonbuk National University
  E-mail	tjkim@jbnu.ac.kr
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong Moon Ha^*, and Byeng D. Youn^* , "Weighted Multi-order Viterbi Algorithm (WMOVA): Instantaneous Angular Speed Estimation under Harsh Condition ", Mechanical Systems and Signal Processing, 2024-04
  • Taewan Hwang, Jong M. Ha^*, and Byeng D. Youn^*, "Robust Deep Learning-based Fault Detection of Planetary Gearbox Using Enhanced Health Data Map under Domain Shift Problem", Journal of Computational Design and Engineering, 2023-08
  • Jongmin Park, Jinoh Yoo, Taehyung Kim, Jong M. Ha^*, and Byeng D. Youn^*, "Multi-head De-noising Autoencoder Based Multitask (MDAM) Model for Fault Diagnosis of Rolling Element Bearings under Various Speed Conditions ", Journal of Computational Design and Engineering, 2023-08
  • Jong M. Ha and Byeng D. Youn^*, "Fault Diagnosis of a Planetary Gearbox by D Norm-based Time Synchronous Averaging(DTSA) with Roughly Estimated Phase Information under an Encoder-less ", Journal of Sound and Vibration, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Jong M. Ha and Byeng D. Youn^*, "A Health Data Map-Based Ensemble of Deep Domain Adaptation under Inhomogeneous Operating Conditions for Fault Diagnosis of a Planetary Gearbox ", IEEE Access, 2021-06
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07
  • Jong M. Ha, Hyunseok Oh^*, Jungho Park, and Byeng D. Youn^*, "Classification of Operating Conditions of Wind Turbines for a Class-wise Condition Monitoring Strategy ", Renewable Energy, 2017-04
  • Jungho Park, Jong M. Ha, Hyunseok Oh^*, Byeng D. Youn^*, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear: A Novel Approach Using Transmission Error ", IEEE Transactions on Reliability, 2016-12
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04
  • Jong M. Ha, Byeng D. Youn^*, Hyunseok Oh, Bongtae Han, Yoongho Jung, and Jungho Park, "Autocorrelation-Based Time Synchronous Averaging for Condition Monitoring of Planetary Gearboxes in Wind Turbines ", Mechanical Systems and Signal Processing, 2016-03
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06
  • Domestic Journal
  • 하종문, 박정호, 오현석, 윤병동, "풍력발전기 유성기어박스의 진동 변조 특성을 고려한 진동기반 고장 진단 기법 고찰 ", 대한기계학회논문집 A권, 2015-07
  • 하종문, 최승혁, 윤병동, 한봉태, 오현석, "고장 진단 및 예지를 위한 풍력 운행 데이터의 최적분류 및 관리기법 ", 풍력에너지저널, 2013-12
  • International Conference
  • Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong M. Ha, and Byeng D. Youn, "Tacholess Instantaneous Speed Estimation Considering the Characteristics of Vibration Harmonics ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-13
  • Jong M. Ha and Byeng D. Youn, "Fault Diagnosis of Planetary Gearbox using Deep Learning with Health Data Map under Varying Operating Condition ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Jong M. Ha, Jungho Park, Byeng D. Youn, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Byeng D. Youn, "A Time-varying Energy Residual (TVER) Method for Fault Detection of a Planetary Gear under Variable Speed Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keon Kim, Jong M. Ha, Jungho Park, Byeng D. Youn, "Evaluation of a Knock Sensor for Gearbox Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Joo-Ho Choi, "Evaluation of Faulty Mesh Stiffness of a Spur Gear Pair Using Transmission Error ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Statistical Approach to Fault Detection of Planetary Gears Using Transmission Error ", The 8th Asian Conference on Multibody Dynamics, 2016-08-10
  • Jong M. Ha, Hyunseok Oh, Jungho Park, Byeng D. Youn, "Separation of Stationary Operating Condition of Wind Turbines for a Reliable Fault Diagnostics of a Gearbox ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Estimation of Gear Mesh Stiffness in Faulty States by Transmission Error ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Approach for Estimating Mesh Stiffness in Faulty States of Rotating Gear", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Jong M. Ha, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Vibration-based Fault Diagnostics of Planetary Gearbox Using Time Synchronous Averaging with Multiple Window Functions", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Jungho Park, Jong M. Ha, Byeng D. Youn, Sang Hyuck Leem, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear Using Transmission Error ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Jong M. Ha, Jungho Park, Byeng D. Youn, and Yoong Ho Jung, "Fault Diagnostics of Planet Gears in Wind Turbine Using Autocorrelation-based Time Synchronous Averaging (ATSA) ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Jungho Park, Jong M. Ha, Sang Hyuck Leem, Byeng D. Youn, Joo Ho Choi, and Namho Kim, "Model-Based Approach for Fault Diagnosis of a Planetary Gear Using Transmission Error ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Jong M. Ha, Byungchul Jeon,Seunghyuk Choi, Byeng D. Youn, Joo-Ho Choi, Yoong Ho Jung, Bongtae Han, and Changwoon Han, "Health Data Definition for Health Diagnostics of Wind Turbine Gearbox ", International Symposium on Green Manufacturing and Applications 2013, 2013-06-25
  • Byung C. Jung, Byeng D. Youn, Jisun Kim, and Jong M. Ha, "A Framework of Statistical Virtual Product Testing with Validity Check ", 2nd International Conference on COmputational Design in Engineering, 2012-11-13
  • Seunghyuk Choi, Jong M. Ha, Byungchul Jeon, and Byeng D. Youn, "Fault Diagnostics and Prognostics in Offshore Wind Turbines: Review and Vision ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27
  • Domestic Conference
  • 김민정, 박종민, 유진오, 김태형, 하종문, 윤병동, "변속 조건 아래 비지도 도메인 적응 기반 기어박스 속도 추정 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 김태형, 유진오, 박종민, 김민정, 하종문, 윤병동, "신호 내 샘플 간 위상 대응을 통한 회전체 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 유진오, 박종민, 김태형, 김민정, 하종문, 윤병동, "극한 운행 조건 하 진동 신호 기반 센서리스 순간 속도 추정 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 박종민, 유진오, 김태형, 김민정, 하종문, 윤병동, "주파수 대역 필터 기반 어텐션 네트워크 활용 다양한 속도에서의 구름 베어링 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김태형, 유진오, 박종민, 하종문, 윤병동, "고장 특성 정보 강화 및 시간동기 평균화를 통한 회전체 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 박종민, 하종문, 윤병동, "다양한 속도 조건에서 오토엔코더를 활용한 속도 무관 베어링 고장 피쳐 추출 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 유진오, 박종민, 김태형, 하종문, 윤병동, "비정상 운행 조건 하 회전체 고장 진단을 위한 시주파수 영역에서의 센서리스 회전속도 추정 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 유진오, 박종민, 하종문, 윤병동, "복잡한 동작에 강건한 모터 전류 신호 분석 기반 산업용 로봇 고장 감지 기법 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김윤한, 하종문, 나규민, 윤병동, "유성기어박스의 고장 진단을 위한 향상된 웨이블릿 변환 기반 신호 복조 방법 ", 한국정밀공학회 2020 통합학술대회, 2020-09-15
  • 나규민, 김건, 하종문, 윤병동, "진동신호의 주파수 도메인 불확실성을 고려한 데이터 증폭 기반 굴삭기 스윙기어박스의 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 박정호, 하종문, 김윤한, 윤병동, "가변 속도 유성기어의 고장진단법 개발 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "유성 기어박스의 진동기반 고장진단을 위한 시간동기 평균화 기법의 동향 및 전망 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "진동 신호의 위상 오차를 고려한 시간 동기 평균화 기법 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 박정호, 하종문, 김윤한, 윤병동, "비정상 운행조건하 유성기어의 진동기반 고장진단법 개발 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 박정호, 하종문, 오현석, 윤병동, 최주호, 김남호, "전달오차를 이용한 풍력발전기 유성기어의 모델기반 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 기어박스의 진동기반 고장진단 프레임워크 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 윤병동, "힐버트 변환을 이용한 회전체 오더분석 기법의 고찰 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-28
  • 박정호, 하종문, 오현석, 윤병동, "전달오차를 이용한 유성기어의 통계적 고장 진단법 개발 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 하종문, 박정호, 윤병동, "풍력 발전기 운행 데이터의 확률분포함수에 기반한 기어박스의 운행 상태별 진동기반 고장진단 전략 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 하종문, 박정호, 오현석, 윤병동, "가변 진동추출 윈도우함수 및 시간동기 평균화를 활용한 유성 기어박스의 진동기반 고장진단 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달 오차를 통한 기어의 표면손상 및 뿌리 균열 고장 분류 알고리즘 개발 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 박정호, 하종문, 윤병동, 박성호, 최주호, "운행중인 기어의 치강성 추정에 관한 연구 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 정상 운행조건의 정량적 정의를 통한 선택적 진동기반 상태감시 전략수립 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "풍력발전기 운행 데이터의 최적 분류를 분류를 통한 유성 기어박스의 진동기반 고장진단 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "회전 변위를 이용한 스퍼기어 고장진단법 개발 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 하종문, 박정호, 김근수, 오현석, 윤병동, "회전익 항공기 기어박스의 고장진단 및 상태감시 시스템 (HUMS)의 활용 방안 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 하종문, 박정호, 윤병동, "풍력 발전기 유성기어박스의 진동 변조 효과를 고려한 시간 동기 평균화 기반 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "전달오차를 통한 스퍼기어의 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 하종문, 박정호, 윤병동, 김근수, 오현석, "풍력 발전기의 유성기어박스의 상태 감시를 위한 운행 환경 기반 진동수준 예측모델 개발 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 최주호, 박성호, "전달오차를 이용한 물리기반(Physics-Based) 기어고장진단 이론연구 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달오차를 이용한 기어고장진단: 해석 vs 실험적 방법론 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달 오차를 통한 유성 기어 집중 상수 모델의 고장 진단법 개발 ", 한국풍력에너지학회 2014년도 춘계학술대회, 2014-06-10
  • 하종문, 최승혁, 윤병동, 한봉태, 오현석, "고장 진단 및 예지를 위한 풍력 운행데이터의 최적분류 및 관리기법 ", 한국풍력에너지학회 2014년도 춘계학술대회, 2014-06-10
  • 황태완,하종문,윤병동,정민, "리니어 압축기 고장 판별 인자 추출 ", 2014년 한국신뢰성학회 춘계학술대회, 2014-05-29
  • 황태완, 하종문, 정민, 윤병동, "리니어 압축기의 건전성 인자 추출 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회 , 2014-04-30
  • 하종문, 박정호, 윤병동, "자기상관함수를 이용한 풍력발전기 유성기어박스의 진동신호 분석 및 플래닛 기어의 진동 신호 추출 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달오차(Transmission error)를 이용한 유성 기어 결함의 모델 기반 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 박정호, 윤병동, 정융호, "진동 신호를 이용한 유성 기어 결함 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 윤병동, 박정호, 서보성, 정융호, 윤재득, "풍력발전기 유성기어박스의 진동신호 특성 분석 및 효율적인 고장 진단기법 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 하종문, 전병철, 윤병동, "풍력발전기 기어박스의 진동기반 건전성 인자 추출 시스템 ", 한국풍력에너지학회 2013 춘계학술대회, 2013-06-24
  • 서보성, 윤병동, 하종문, 박정호, 황태완, "고장 진단 및 예지를 위한 고장 프리트리거링 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • 하종문, 윤병동, 전병철, 최승혁, 원박, "풍력 발전기의 실시간 건전성 모니터링 프레임워크", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 최장훈, 이강욱, 윤헌준, 하종문, 윤병동, "타격 위치 산포를 고려한 운전석 무릎 상해 저감에 관한 연구 ", 2012 한국자동차공학회 부문종합 학술대회, 2012-05-31
  • Patent
  • Byeng D. Youn, Jong M. Ha, Wonjae Choi, and Hong Min Seung, "The System and Method for D-norm Based Time-Synchronous Averaging for Diagnosing Faults of Rotation Body ", Patent Registration, Republic of Korea, 10-2619799, 2023-12-27
  • Byeng D. Youn, Keon Kim, Jong M. Ha, and Kyumin Na, "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2485686, 2023-01-03
  • Byeng D. Youn, Kwangil Kim, Keon Kim, Dongpil Lim, Jong M. Ha, and Jungho Park , "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2354568, 2022-01-19
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Jin Gyun Park, Byeng D. Youn, Jungho Park, and Jong M. Ha, "Fault Diagnosis System of Industrial Robot ", Patent Registration, Republic of Korea, 10-2266220, 2021-06-11
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23
  • Byeng D. Youn, Jungho Park, and Jong M. Ha, "Method for Diagnosing and Classifying Gear Fault ", Patent Registration, Republic of Korea, 10-1697954, 2017-01-19
  • Byeng D. Youn and Jong M. Ha, "Apparatus and Method for Vibration Signal Extraction of Planetary Gear ", Patent Registration, Republic of Korea   , 10-1622264, 2016-05-12
  • Byeng D. Youn, Byungchul Jeon, Jong M. Ha, Seunghyuk Choi, and Won Bak, "Wind Turbine Data Classification System ", Patent Registration, Republic of Korea, 10-1468627, 2014-11-27
  • Awards
  • 박종민, 하종문, 윤병동, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계학술대회 - 우수논문상", 2023-05-18
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 박찬희, 송주환, 하종문, 박정호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2017-11-02
  • 하종문, 박정호, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2017 - Best Paper Award", 2017-08-31
  • 박정호, 하종문, 김윤한, 윤병동, "대한기계학회 2016년도 학술대회 신뢰성부문 - 우수학생논문상", 2017-02-23
  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27
  • 하종문, 박정호, 윤병동, "대한기계학회 창립 70주년 기념 학술대회 신뢰성부문 - 우수논문상", 2016-04-28
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 하종문, 박정호, 윤병동, "대한기계학회 2014년도 추계학술대회 신뢰성부문 - 우수학생논문상", 2015-02-26
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "한국풍력에너지학회 2014년도 추계학술대회 - 우수논문발표상", 2014-12-03
  • 하종문, 최승혁, 윤병동, 한봉태, 오현석, "한국풍력에너지학회 - 논문상", 2014-06-10
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26
  • 하종문, 박정호, 황태완, 윤병동, "2013 두산중공업 청년 Energy Tech Forum - 우수논문상", 2013-07-12

  • Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong Moon Ha^*, and Byeng D. Youn^* , "Weighted Multi-order Viterbi Algorithm (WMOVA): Instantaneous Angular Speed Estimation under Harsh Condition ", Mechanical Systems and Signal Processing, 2024-04
  • Taewan Hwang, Jong M. Ha^*, and Byeng D. Youn^*, "Robust Deep Learning-based Fault Detection of Planetary Gearbox Using Enhanced Health Data Map under Domain Shift Problem", Journal of Computational Design and Engineering, 2023-08
  • Jongmin Park, Jinoh Yoo, Taehyung Kim, Jong M. Ha^*, and Byeng D. Youn^*, "Multi-head De-noising Autoencoder Based Multitask (MDAM) Model for Fault Diagnosis of Rolling Element Bearings under Various Speed Conditions ", Journal of Computational Design and Engineering, 2023-08
  • Jong M. Ha and Byeng D. Youn^*, "Fault Diagnosis of a Planetary Gearbox by D Norm-based Time Synchronous Averaging(DTSA) with Roughly Estimated Phase Information under an Encoder-less ", Journal of Sound and Vibration, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Jong M. Ha and Byeng D. Youn^*, "A Health Data Map-Based Ensemble of Deep Domain Adaptation under Inhomogeneous Operating Conditions for Fault Diagnosis of a Planetary Gearbox ", IEEE Access, 2021-06
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07
  • Jong M. Ha, Hyunseok Oh^*, Jungho Park, and Byeng D. Youn^*, "Classification of Operating Conditions of Wind Turbines for a Class-wise Condition Monitoring Strategy ", Renewable Energy, 2017-04
  • Jungho Park, Jong M. Ha, Hyunseok Oh^*, Byeng D. Youn^*, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear: A Novel Approach Using Transmission Error ", IEEE Transactions on Reliability, 2016-12
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04
  • Jong M. Ha, Byeng D. Youn^*, Hyunseok Oh, Bongtae Han, Yoongho Jung, and Jungho Park, "Autocorrelation-Based Time Synchronous Averaging for Condition Monitoring of Planetary Gearboxes in Wind Turbines ", Mechanical Systems and Signal Processing, 2016-03
  • Pingfeng Wang, Byeng D. Youn^*, Chao Hu, Jong M. Ha, and Byung Chul Jeon, "A Probabilistic Detectability Based Sensor Network Design Method for System Health Monitoring and Prognostics ", Journal of Intelligent Material Systems and Structures, 2015-06

  • 하종문, 박정호, 오현석, 윤병동, "풍력발전기 유성기어박스의 진동 변조 특성을 고려한 진동기반 고장 진단 기법 고찰 ", 대한기계학회논문집 A권, 2015-07
  • 하종문, 최승혁, 윤병동, 한봉태, 오현석, "고장 진단 및 예지를 위한 풍력 운행 데이터의 최적분류 및 관리기법 ", 풍력에너지저널, 2013-12

  • Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong M. Ha, and Byeng D. Youn, "Tacholess Instantaneous Speed Estimation Considering the Characteristics of Vibration Harmonics ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-13
  • Jong M. Ha and Byeng D. Youn, "Fault Diagnosis of Planetary Gearbox using Deep Learning with Health Data Map under Varying Operating Condition ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Jong M. Ha, Jungho Park, Byeng D. Youn, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Byeng D. Youn, "A Time-varying Energy Residual (TVER) Method for Fault Detection of a Planetary Gear under Variable Speed Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keon Kim, Jong M. Ha, Jungho Park, Byeng D. Youn, "Evaluation of a Knock Sensor for Gearbox Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Joo-Ho Choi, "Evaluation of Faulty Mesh Stiffness of a Spur Gear Pair Using Transmission Error ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Statistical Approach to Fault Detection of Planetary Gears Using Transmission Error ", The 8th Asian Conference on Multibody Dynamics, 2016-08-10
  • Jong M. Ha, Hyunseok Oh, Jungho Park, Byeng D. Youn, "Separation of Stationary Operating Condition of Wind Turbines for a Reliable Fault Diagnostics of a Gearbox ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Estimation of Gear Mesh Stiffness in Faulty States by Transmission Error ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Approach for Estimating Mesh Stiffness in Faulty States of Rotating Gear", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Jong M. Ha, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Vibration-based Fault Diagnostics of Planetary Gearbox Using Time Synchronous Averaging with Multiple Window Functions", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Jungho Park, Jong M. Ha, Byeng D. Youn, Sang Hyuck Leem, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear Using Transmission Error ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Jong M. Ha, Jungho Park, Byeng D. Youn, and Yoong Ho Jung, "Fault Diagnostics of Planet Gears in Wind Turbine Using Autocorrelation-based Time Synchronous Averaging (ATSA) ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Jungho Park, Jong M. Ha, Sang Hyuck Leem, Byeng D. Youn, Joo Ho Choi, and Namho Kim, "Model-Based Approach for Fault Diagnosis of a Planetary Gear Using Transmission Error ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Jong M. Ha, Byungchul Jeon,Seunghyuk Choi, Byeng D. Youn, Joo-Ho Choi, Yoong Ho Jung, Bongtae Han, and Changwoon Han, "Health Data Definition for Health Diagnostics of Wind Turbine Gearbox ", International Symposium on Green Manufacturing and Applications 2013, 2013-06-25
  • Byung C. Jung, Byeng D. Youn, Jisun Kim, and Jong M. Ha, "A Framework of Statistical Virtual Product Testing with Validity Check ", 2nd International Conference on COmputational Design in Engineering, 2012-11-13
  • Seunghyuk Choi, Jong M. Ha, Byungchul Jeon, and Byeng D. Youn, "Fault Diagnostics and Prognostics in Offshore Wind Turbines: Review and Vision ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27

  • 김민정, 박종민, 유진오, 김태형, 하종문, 윤병동, "변속 조건 아래 비지도 도메인 적응 기반 기어박스 속도 추정 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 김태형, 유진오, 박종민, 김민정, 하종문, 윤병동, "신호 내 샘플 간 위상 대응을 통한 회전체 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 유진오, 박종민, 김태형, 김민정, 하종문, 윤병동, "극한 운행 조건 하 진동 신호 기반 센서리스 순간 속도 추정 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 박종민, 유진오, 김태형, 김민정, 하종문, 윤병동, "주파수 대역 필터 기반 어텐션 네트워크 활용 다양한 속도에서의 구름 베어링 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김태형, 유진오, 박종민, 하종문, 윤병동, "고장 특성 정보 강화 및 시간동기 평균화를 통한 회전체 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 박종민, 하종문, 윤병동, "다양한 속도 조건에서 오토엔코더를 활용한 속도 무관 베어링 고장 피쳐 추출 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 유진오, 박종민, 김태형, 하종문, 윤병동, "비정상 운행 조건 하 회전체 고장 진단을 위한 시주파수 영역에서의 센서리스 회전속도 추정 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 유진오, 박종민, 하종문, 윤병동, "복잡한 동작에 강건한 모터 전류 신호 분석 기반 산업용 로봇 고장 감지 기법 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김윤한, 하종문, 나규민, 윤병동, "유성기어박스의 고장 진단을 위한 향상된 웨이블릿 변환 기반 신호 복조 방법 ", 한국정밀공학회 2020 통합학술대회, 2020-09-15
  • 나규민, 김건, 하종문, 윤병동, "진동신호의 주파수 도메인 불확실성을 고려한 데이터 증폭 기반 굴삭기 스윙기어박스의 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 박정호, 하종문, 김윤한, 윤병동, "가변 속도 유성기어의 고장진단법 개발 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "유성 기어박스의 진동기반 고장진단을 위한 시간동기 평균화 기법의 동향 및 전망 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "진동 신호의 위상 오차를 고려한 시간 동기 평균화 기법 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 박정호, 하종문, 김윤한, 윤병동, "비정상 운행조건하 유성기어의 진동기반 고장진단법 개발 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 박정호, 하종문, 오현석, 윤병동, 최주호, 김남호, "전달오차를 이용한 풍력발전기 유성기어의 모델기반 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 기어박스의 진동기반 고장진단 프레임워크 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 윤병동, "힐버트 변환을 이용한 회전체 오더분석 기법의 고찰 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-28
  • 박정호, 하종문, 오현석, 윤병동, "전달오차를 이용한 유성기어의 통계적 고장 진단법 개발 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 하종문, 박정호, 윤병동, "풍력 발전기 운행 데이터의 확률분포함수에 기반한 기어박스의 운행 상태별 진동기반 고장진단 전략 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 하종문, 박정호, 오현석, 윤병동, "가변 진동추출 윈도우함수 및 시간동기 평균화를 활용한 유성 기어박스의 진동기반 고장진단 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달 오차를 통한 기어의 표면손상 및 뿌리 균열 고장 분류 알고리즘 개발 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 박정호, 하종문, 윤병동, 박성호, 최주호, "운행중인 기어의 치강성 추정에 관한 연구 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 정상 운행조건의 정량적 정의를 통한 선택적 진동기반 상태감시 전략수립 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "풍력발전기 운행 데이터의 최적 분류를 분류를 통한 유성 기어박스의 진동기반 고장진단 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "회전 변위를 이용한 스퍼기어 고장진단법 개발 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 하종문, 박정호, 김근수, 오현석, 윤병동, "회전익 항공기 기어박스의 고장진단 및 상태감시 시스템 (HUMS)의 활용 방안 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 하종문, 박정호, 윤병동, "풍력 발전기 유성기어박스의 진동 변조 효과를 고려한 시간 동기 평균화 기반 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "전달오차를 통한 스퍼기어의 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 하종문, 박정호, 윤병동, 김근수, 오현석, "풍력 발전기의 유성기어박스의 상태 감시를 위한 운행 환경 기반 진동수준 예측모델 개발 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 최주호, 박성호, "전달오차를 이용한 물리기반(Physics-Based) 기어고장진단 이론연구 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달오차를 이용한 기어고장진단: 해석 vs 실험적 방법론 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달 오차를 통한 유성 기어 집중 상수 모델의 고장 진단법 개발 ", 한국풍력에너지학회 2014년도 춘계학술대회, 2014-06-10
  • 하종문, 최승혁, 윤병동, 한봉태, 오현석, "고장 진단 및 예지를 위한 풍력 운행데이터의 최적분류 및 관리기법 ", 한국풍력에너지학회 2014년도 춘계학술대회, 2014-06-10
  • 황태완,하종문,윤병동,정민, "리니어 압축기 고장 판별 인자 추출 ", 2014년 한국신뢰성학회 춘계학술대회, 2014-05-29
  • 황태완, 하종문, 정민, 윤병동, "리니어 압축기의 건전성 인자 추출 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회 , 2014-04-30
  • 하종문, 박정호, 윤병동, "자기상관함수를 이용한 풍력발전기 유성기어박스의 진동신호 분석 및 플래닛 기어의 진동 신호 추출 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달오차(Transmission error)를 이용한 유성 기어 결함의 모델 기반 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 박정호, 윤병동, 정융호, "진동 신호를 이용한 유성 기어 결함 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 윤병동, 박정호, 서보성, 정융호, 윤재득, "풍력발전기 유성기어박스의 진동신호 특성 분석 및 효율적인 고장 진단기법 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 하종문, 전병철, 윤병동, "풍력발전기 기어박스의 진동기반 건전성 인자 추출 시스템 ", 한국풍력에너지학회 2013 춘계학술대회, 2013-06-24
  • 서보성, 윤병동, 하종문, 박정호, 황태완, "고장 진단 및 예지를 위한 고장 프리트리거링 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • 하종문, 윤병동, 전병철, 최승혁, 원박, "풍력 발전기의 실시간 건전성 모니터링 프레임워크", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 최장훈, 이강욱, 윤헌준, 하종문, 윤병동, "타격 위치 산포를 고려한 운전석 무릎 상해 저감에 관한 연구 ", 2012 한국자동차공학회 부문종합 학술대회, 2012-05-31

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Jong M. Ha, Wonjae Choi, and Hong Min Seung, "The System and Method for D-norm Based Time-Synchronous Averaging for Diagnosing Faults of Rotation Body ", Patent Registration, Republic of Korea, 10-2619799, 2023-12-27
  • Byeng D. Youn, Keon Kim, Jong M. Ha, and Kyumin Na, "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2485686, 2023-01-03
  • Byeng D. Youn, Kwangil Kim, Keon Kim, Dongpil Lim, Jong M. Ha, and Jungho Park , "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2354568, 2022-01-19
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Jin Gyun Park, Byeng D. Youn, Jungho Park, and Jong M. Ha, "Fault Diagnosis System of Industrial Robot ", Patent Registration, Republic of Korea, 10-2266220, 2021-06-11
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23
  • Byeng D. Youn, Jungho Park, and Jong M. Ha, "Method for Diagnosing and Classifying Gear Fault ", Patent Registration, Republic of Korea, 10-1697954, 2017-01-19
  • Byeng D. Youn and Jong M. Ha, "Apparatus and Method for Vibration Signal Extraction of Planetary Gear ", Patent Registration, Republic of Korea   , 10-1622264, 2016-05-12
  • Byeng D. Youn, Byungchul Jeon, Jong M. Ha, Seunghyuk Choi, and Won Bak, "Wind Turbine Data Classification System ", Patent Registration, Republic of Korea, 10-1468627, 2014-11-27

  • 박종민, 하종문, 윤병동, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계학술대회 - 우수논문상", 2023-05-18
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 박찬희, 송주환, 하종문, 박정호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2017-11-02
  • 하종문, 박정호, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2017 - Best Paper Award", 2017-08-31
  • 박정호, 하종문, 김윤한, 윤병동, "대한기계학회 2016년도 학술대회 신뢰성부문 - 우수학생논문상", 2017-02-23
  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27
  • 하종문, 박정호, 윤병동, "대한기계학회 창립 70주년 기념 학술대회 신뢰성부문 - 우수논문상", 2016-04-28
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 하종문, 박정호, 윤병동, "대한기계학회 2014년도 추계학술대회 신뢰성부문 - 우수학생논문상", 2015-02-26
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "한국풍력에너지학회 2014년도 추계학술대회 - 우수논문발표상", 2014-12-03
  • 하종문, 최승혁, 윤병동, 한봉태, 오현석, "한국풍력에너지학회 - 논문상", 2014-06-10
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26
  • 하종문, 박정호, 황태완, 윤병동, "2013 두산중공업 청년 Energy Tech Forum - 우수논문상", 2013-07-12

  Name	Jong M. Ha (하종문)
  Graduation Year	August 2017
  Doctoral Dissertation	Robust Vibration-Based Fault Diagnosis of a Planetary Gearbox under Environmental and Operational Uncertainties
  Research Area	Prognostics and Health Management for Gearbox
  Location	Korea Research Institute of Standards and Science
  E-mail	jmha@kriss.re.kr
  View Publications

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Dae Whan Kim, Hyunseok Oh, Byeng D. Youn^*, and Dongil Kwon, "Bivariate Lifetime Model for Organic Light-Emitting Diodes ", IEEE Transactions on Industrial Electronics, 2017-03
  • International Conference
  • Dae Whan Kim, Joung Taek Youn, and Byeng D. Youn, "Stochastic Model for Assembly Quality Prediction Using 3D Random Field Characterization Technique ", 7th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2012-06-18

  • Dae Whan Kim, Hyunseok Oh, Byeng D. Youn^*, and Dongil Kwon, "Bivariate Lifetime Model for Organic Light-Emitting Diodes ", IEEE Transactions on Industrial Electronics, 2017-03

  • 등록된 실적이 없습니다.

  • Dae Whan Kim, Joung Taek Youn, and Byeng D. Youn, "Stochastic Model for Assembly Quality Prediction Using 3D Random Field Characterization Technique ", 7th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2012-06-18

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  Name	Dae Whan Kim (김대환)
  Graduation Year	February 2018
  Doctoral Dissertation	Bivariate Lifetime Model and Validation Procedure for Organic Light-Emitting Diode Displays
  Research Area	Statistical Model Verification and Validation for Organic Light Emitting Diodes
  Location	LG Electronics
  E-mail	leo@snu.ac.kr
  View Publications

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Chaehyun Suh, Heonjun Yoon^*, and Byeng D. Youn^*, "PCDC: Prototype-assisted Dual-contrastive Learning with Depthwise Separable Convolutional Neural Network for Few-shot Fault Diagnosis of Permanent Magnet Synchronous Motors under New Operating Conditions ", Journal of Computational Design and Engineering, Under Revision
  • Seungyun Lee, Sungjong Kim, Su J. Kim, Jiwon Lee, Heonjun Yoon^*, and Byeng D. Youn^* , "Revolution and Peak Discrepancy-Based Domain Alignment Method for Bearing Fault Diagnosis Under Very Low-Speed Conditions ", Expert Systems with Applications, Accepted
  • Kyumin Na, Yunhan Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "FASER: Fault-affected Signal Energy Ratio for Fault Diagnosis of Gearboxes Under Repetitive Operating Conditions ", Expert Systems with Applications, 2024-03
  • Sang Kyung Lee, Hyeongmin Kim, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Self-supervised Feature Learning for Motor Fault Diagnosis under Various Torque Conditions ", Knowledge-based Systems, 2024-03
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Stator Current Operation Compensation (SCOC): A Novel Preprocessing Method for Deep Learning-based Fault Diagnosis of Permanent Magnet Synchronous Motors Under Variable Operating Conditions ", Measurement, 2023-11
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "MPARN: Multi-scale Path Attention Residual Network for Fault Diagnosis of Rotating Machines ", Journal of Computational Design and Engineering, 2023-04
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Jin-gyun Park, Heonjun Yoon^*, and Byeng D. Youn^*, "Probabilistic Framework for Reliable Optimal Design of Gearboxes in General-purpose Industrial Robots Considering Random Use Conditions ", Journal of Computational Design and Engineering, 2023-04
  • Kyumin Na, Heonjun Yoon^*, Jaedong Kim, Sungjong Kim, and Byeng D.Youn^* , "PERL: Probabilistic Energy-ratio-based Localization for Boiler Tube Leaks Using Descriptors of Acoustic Emission Signals ", Reliability Engineering & System Safety, 2023-02
  • Soo-Ho Jo^*, Donghyu Lee, Heonjun Yoon, and Byeng D. Youn, "Double Piezoelectric Defects in Phononic Crystals for Ultrasonic Transducers ", Journal of Physics D: Applied Physics, 2023-02
  • Keunsu Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "A Noise-robust Feature Extraction Method for Rolling Element Bearing Diagnosis: Linear Power-Normalized Cepstral Coefficients (LPNCC) ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2023-01
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "A Health Image for Deep Learning-based Fault Diagnosis of a Permanent Magnet Synchronous Motor Under Variable Operating Conditions : Instantaneous Current Residual Map", Reliability Engineering & System Safety, 2022-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Byeng D.Youn^*, and Miso Kim^*, "L-shape Triple Defects in a Phononic Crystal for Broadband Piezoelectric Energy Harvesting ", Nano Convergence, 2022-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon^*, and Byeng D. Youn^*, " Design Principle for Effective Mechanical Boundary Using a Resonance Band Gap under Elastic Waves", Journal of Computational Design and Engineering, 2022-04
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "Revealing Defect-mode-enabled Energy Localization Mechanisms of a One-dimensional Phononic Crystal ", International Journal of Mechanical Sciences, 2022-02
  • Soo-Ho Jo, Yong Chang Shin, Wonjae Choi, Heonjun Yoon, Byeng D. Youn^*, and Miso Kim^*, "Double defects-induced Elastic Wave Coupling and Energy Localization in a Phononic Crystal ", Nano Convergence, 2021-09
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "An Analytical Model of a Phononic Crystal with a Piezoelectric Defect for Energy Harvesting Using an Electroelastically Coupled Transfer Matrix", International Journal of Mechanical Sciences, 2021-03
  • Soo-Ho Jo¹, Yiwei Xia¹, Adriane G. Moura, Heonjun Yoon^*, Yong Chang Shin, Alper Erturk, and Byeng D. Youn, "Experimentally Validated Broadband Self-Collimation of Elastic Waves ", International Journal of Mechanical Sciences, 2021-02
  • Yong Chang Shin¹, Heonjun Yoon¹, Soo-Ho Jo, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Phononic Band Gap of a Quarter-Wave Stack for Enhanced Piezoelectric Energy Harvesting ", International Journal of Mechanical Sciences, 2021-01
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "A Graded Phononic Crystal with Decoupled Double Defects for Broadband Energy Localization ", International Journal of Mechanical Sciences, 2020-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Energy Localization and Harvesting: Supercell Size and Defect Location", International Journal of Mechanical Sciences, 2020-08
  • Woosung Choi, Heonjun Yoon, and Byeng D. Youn^*, "Operation-Adaptive Damage Assessment of Steam Turbines Using a Nonlinear Creep-Fatigue Interaction Model ", IEEE Access, 2020-07
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Miso Kim^*, and Byeng D. Youn^*, "Elastic Wave Localization and Harvesting Using Double Defect Modes of a Phononic Crystal ", Journal of Applied Physics, 2020-04
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Junpeng Zhao, Heonjun Yoon^*, and Byeng D. Youn^*, "An Adaptive Hybrid Expansion Method (AHEM) for Efficient Structural Topology Optimization under Harmonic Excitation ", Structural and Multidisciplinary Optimization, 2020-03
  • Junpeng Zhao, Heonjun Yoon, and Byeng D. Youn^*, "Concurrent Topology Optimization with Uniform Microstructure for Minimizing Dynamic Response in the Time Domain ", Computers & Structures, 2019-10
  • Byung C. Jung^1,* and Heonjun Yoon¹, "Double Acting Compression Mechanism (DACM) for Piezoelectric Vibration Energy Harvesting in 33-mode Operation ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2019-08
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn^*, "Topology Optimization for Phononic Band Gap Maximization Considering a Target Driving Frequency ", JMST Advances, 2019-06
  • Junpeng Zhao, Heonjun Yoon, and Byeng D. Youn^*, "An Efficient Concurrent Topology Optimization Approach for Frequency Response Problems ", Computer Methods in Applied Mechanics and Engineering, 2019-04
  • Choon-Su Park¹, Yong Chang Shin¹, Soo-Ho Jo, Heonjun Yoon, Wonjae Choi, Byeng D. Youn^*, and Miso Kim^*, "Two-dimensional Octagonal Phononic Crystals for Highly Dense Piezoelectric Energy Harvesting", Nano Energy, 2019-03
  • Heonjun Yoon and Byeng D. Youn^*, "System Reliability Analysis of Piezoelectric Vibration Energy Harvesting Considering Multiple Safety Events Under Physical Uncertainty ", Smart Materials and Structures, 2019-02
  • Junpeng Zhao, Heonjun Yoon, and Byeng D. Youn^*, "An Efficient Decoupled Sensitivity Analysis Method for Multiscale Concurrent Topology Optimization Problems ", Structural and Multidisciplinary Optimization, 2018-08
  • Jinshi Cui¹, Heonjun Yoon¹, and Byeng D. Youn^*, "An Omnidirectional Biomechanical Energy Harvesting (OBEH) Sidewalk Block for a Self-Generative Power Grid in a Smart City ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2018-08
  • Junpeng Zhao, Byeng D. Youn^*, Heonjun Yoon, Zhifang Fu, and Chunjie Wang, "On the Orthogonal Similarity Transformation (OST)-Based Sensitivity Analysis Method for Robust Topology Optimization under Loading Uncertainty: A Mathematical Proof and Its Extension ", Structural and Multidisciplinary Optimization, 2018-07
  • Heonjun Yoon, Miso Kim^*, Choon-Su Park, and Byeng D Youn^*, "Time-Varying Output Performances of Piezoelectric Vibration Energy Harvesting under Nonstationary Random Vibrations ", Smart Materials and Structures, 2018-01
  • Heonjun Yoon, Byeng D. Youn^*, and Heung Soo Kim^*, "Kirchhoff Plate Theory-Based Electromechanically-Coupled Analytical Model Considering Inertia and Stiffness Effects of Surface-Bonded Piezoelectric Patches ", Smart Materials and Structures, 2016-02
  • Byeng D. Youn^*, Byung C. Jung, Heonjun Yoon, Hyunseok Oh, Guesuk Lee, Minji Yoo, and Young Chul Huh, "Hierarchical model calibration for designing piezoelectric energy harvester in the presence of variability in material properties and geometry ", Structural and Multidisciplinary Optimization, 2016-01
  • Heonjun Yoon and Byeng D. Youn^*, "Stochastic Quantification of Electric Power Generated by a Piezoelectric Energy Harvester Using a Time-Frequency Analysis under Non-Stationary Random Vibrations", Smart Materials and Structures, 2014-04
  • Chao Hu, Byeng D. Youn^*, and Heonjun Yoon, "An Adaptive Dimension Decomposition and Reselection Method for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2013-03
  • International Conference
  • Seungyun Lee, Sungjong Kim, Jiwon Lee, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "A Quantitative Analysis of Domain Discrepancies Between General- Speed and Very Low-Speed Bearings and Its Applications to Fault Diagnosis of Very Low-Speed Bearings Using Transfer Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-12
  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Heonjun Yoon, and Byeng D. Youn, "Few-Shot Learning Method for Fault Diagnosis of Permanent Magnet Synchronous Motors Under New Operating Conditions ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn , "A Multi-scale Residual Network with Attention Mechanism for Fault Diagnosis of Rotating Machines ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-15
  • Sungjong Kim, Seungyun Lee, Su J. Kim, Jiwon Lee, Heonjun Yoon, and Byeng D. Youn, "Attention Based Multi-sensor Bearing Fault Diagnosis Considering Fault Relevance ", International Conference on Energy, Aquatech and Sustainability 2022, 2022-08-04
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Resonance in Elastic Waves for Enhanced Piezoelectric Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Health Feature for Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hwayong Jeong, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "Frequency Domain based Signal Separation for Spall Size Estimation of Rolling Element Bearing ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "Anomaly Detection of Multichannel Complex Industrial Systems using Physically Grouped ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, Minseok Chae, Heonjun Yoon and Byeng D. Youn, "Physics-informed Convolutional Neural Network based Fault Diagnosis for Overhead Hoist Transports ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Modeling and Design of a Phononic Crystal with Piezoelectric Defects for Broadband Energy Localization and Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Heonjun Yoon, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn, "Modeling and Analysis of Piezoelectric Vibration Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Deep learning-based Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-13
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Phononic Crystals for Elastic Wave Energy Localization and Harvesting ", International Symposium on Precision Engineering and Sustainable Manufacturing 2021, 2021-07-21
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim, and Byeng D. Youn, "Multiple Defect Modes of a Phononic Crystal and Its Application to Broadband Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Manipulation of Standing Wave Using Metamaterials for Enhanced Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Design Optimization of a Locally Resonant Metastructure for Enhanced Energy Harvesting: Standing Wave Manipulation Approach ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn , "Design Optimization of Phononic Crystals with a Point Defect for Resonance Frequency Matching ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Heonjun Yoon, Hyeon Bae Kong, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn , "Can Deep Learning Be Used for Dispersion Engineering of Phononic Crystals? ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Realization of Frequency Dependent Effective Boundary Conditions Using Elastic Metamaterials, ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Heonjun Yoon and Byeng D. Youn, "Auxetic Metamaterials-Inspired Piezoelectric Vibration Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Analytical Modeling for Defect Band Splitting of a Phononic Crystal with Double Defects ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Byeng D. Youn, Miso Kim, Choon-Su Park and Wonjae Choi, "Enhanced Piezoelectric Energy Harvesting Using Multiple Defect Modes of a Phononic Crystal ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2018-11-13
  • Byeng D. Youn, Heonjun Yoon, Yong Chang Shin and Soo-Ho Jo, "Modeling and Analysis of Piezoelectric Energy Harvesting and Its Extension to Metamaterial-based Design ", 7th International Conference on Smart Materials and Structures, 2018-07-03
  • Heonjun Yoon and Byeng D. Youn, "Design of Auxetic Metamaterial-Inspired Piezoelectric Energy Harvesting Devices under Uncertainty ", Asian Congress of Structural and Multidisciplinary Optimization 2018, 2018-05-23
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin and Byeng D. Youn, "Why is a Defect Band Created within Bandgap of Elastic Metamaterials? ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo and Byeng D. Youn, "Minimization of Evanescent Field in One-Dimensional Finite Elastic Metamaterial ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Heonjun Yoon, Miso Kim, Choon-Su Park and Byeng D. Youn, "Stochastic Dynamics of Piezoelectric Energy Harvesting under Random Vibration ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-07
  • Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, "Energy Scanning for Designing Self-Generative Power Grid to Operate Wireless Sensors in Health Sensing Modules ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Miso Kim, Choon-Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Metamaterial-based Enhancement of Elastic Wave Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Guilian Yi, Miso Kim, Choon-Su Park, Wonjae Choi, Byeng D. Youn, "A Metamaterial-based Energy Harvester Design for Enhanced Power Supply to Wireless Sensor Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Heonjun Yoon, Joung Taek Yoon, Hyejeong Son, Byeng D. Youn, "Toward a Comprehensive Understanding of Uncertainty Effects on Model Predictive Capability in Engineering Analysis and Design ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "2D Phononic Band Gap Maximization for Broadband Energy Harvesting around a Target Driving Frequency ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon- Su Park, and Wonjae Choi, "Metamaterial-based Energy Harvester Design: Prevention of Wave Cancellation ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Miso Kim, Choon- Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Experimental Demonstration of Metamaterial-based Elastic Energy Focusing and Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Soo-Ho Jo, Yong Chang Shin, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, and Wonjae Choi, "Broadband Energy Harvesting Using Phononic Crystal with Multiple Defects", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-28
  • Heonjun Yoon, Yong Chang Shin, Soo-Ho Jo, and Byeng D. Youn, "Uncertainty Propagation in Piezoelectric Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-26
  • Byeng D. Youn, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Miso Kim, Choon-Su Park, and Wonjae Choi, "Advances in Energy Focusing, Localization and Harvesting ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Choon-Su Park, Wonjae Choi, Guilian Yi, and Byeng D. Youn , "Phononic Crystal-based Energy Focusing and Harvesting: From Unitcell to Structure Design ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Heonjun Yoon, Byeng D. Youn, "Piezoelectric Energy Harvesting using Hexagonal Honeycomb Lattice Structure ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Heonjun Yoon, Guilian Yi, Byeng D. Youn, "Systematic Approach for Designing a Piezoelectric Vibration Energy Harvester under Physical Uncertainty ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-22
  • Yong Chang Shin, Heonjun Yoon, Guilian Yi, Byeng D. Youn, "Modeling and Design of Metamaterial-based Energy Harvester Considering Wave Cancellation ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Byeng D. Youn, and Yong Chang Shin, "System Reliability Analysis for Power Generation and Durability of Piezoelectric Energy Harvester under Inherent Variability in Material Properties and Geometry ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Guilian Yi, Yong Chang Shin, Byeng D. Youn, "System Reliability-based Design Optimization of a Piezoelectric Energy Harvester under Multiple Correlated Failure Modes ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-25
  • Heonjun Yoon, Byeng D. Youn, and Heung Soo Kim, "System Reliability Analysis of Piezoelectric Energy Harvester under Various Physical Uncertainties ", 11th World Congress of Structural and Multidisciplinary Optimization, 2015-06-07
  • Heonjun Yoon, Miso Kim, Choon-Su Park, and Byeng D. Youn, "Validating the Predictive Capability of a Stochastic Analytical Model for a Piezoelectric Energy Harvester under Non-Stationary Random Vibration ", SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring, 2015-03-08
  • Heonjun Yoon, Byeng D. Youn, and Heung S. Kim, "Analysis of Electromechanical Performance of Energy Harvesting Skin based on the Kirchhoff Plate Theory ", ASME 2014 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2014-08-20
  • Heonjun Yoon, Byeng D. Youn, and Heung Soo Kim, "Analytical Model for Sampling-Based Reliability Analysis of Output Electric Power Generated by Piezoelectric Energy Harvesting Skin under Uncertainty ", 11th World Congress on Computational Mechanics, 2014-07-20
  • Heonjun Yoon, Byeng D. Youn, and Heung Soo Kim, "Statistical Analysis of Piezoelectric Energy Harvesting under Physical Uncertainty", International Conference on Computational & Experimental Engineering and Sciences 2014, 2014-06-12
  • Heonjun Yoon, Byeng D. Youn, and Heung S. Kim, "How to Reliably Scavenge Electric Power from Vibration Energy under Physical Uncertainty: Reliability-Based Design Optimization of Piezoelectric Energy Harvester ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Chulmin Cho, Hansol Yoon, Heonjun Yoon, Hongjin Kim, Sowon Lee, Byeng D. Youn, Jae Eun Kim, and Yoon Young Kim, "Harvestable Energy Analysis for Visualization of Harvestable Energy ", The 7th World Congress on Biomimetics, Artificial Muscles and Nano-Bio, 2013-08-29
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Stochastic Analysis of Piezoelectric Energy Harvesting under Non-stationary Random Vibrations ", The 7th World Congress on Biomimetics, Artificial Muscles and Nano-Bio, 2013-08-29
  • Heonjun Yoon, Byeng D. Youn, and Chulmin Cho, "Piezoelectric Energy Harvesting Analysis under Non-Stationary Random Vibrations ", ASME 2013 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2013-08-04
  • Heonjun Yoon, Chulmin Cho and Byeng D. Youn, "Electromechanically Coupled Analytical Model of Energy Harvesting Skin ", International Symposium on Green Manufacturing and Applications 2013, 2013-06-25
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Reliability-Based Design Optimization for Energy Harvesting Skin Using a Plate Theory Based Analytical Model ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Analytical Model for Piezoelectric Energy Harvesting Analysis Using a Plate Theory ", 2nd International Conference on COmputational Design in Engineering, 2012-11-13
  • Chulmin Cho, Heonjun Yoon, Hansol Yoon , Hyunjae Kim, Sowon Lee, Jae Eun Kim, Byeng D. Youn, and Kim Y.Y., "Investigation of Energy Harvesting Map for Smart Plants ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Stochastic Energy Harvesting Analysis under Wideband Vibration ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27
  • Byung C. Jung, Chulmin Cho, Heonjun Yoon, Hansol Yoon, Byeng D.Youn, Yoon Young Kim, "Statistical Model Calibration for Energy Harvesting Skin Analysis and Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Byung C. Jung, Heonjun Yoon, and Byeng D. Youn, "Harvestable Energy Map of Train System for Energy Harvesting ", International Symposium on Green Manufacturing and Applications 2011, 2011-10-06
  • Domestic Conference
  • 이지원, 이승윤, 김성종, 김민재, 윤헌준, 윤병동, "부분 회전 조건 아래 선회 베어링 고장 진단을 위한 신호 확장 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "모터 고장 진단을 위한 신호처리 기반 자기지도 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "자기지도 학습을 통한 제한된 레이블 데이터에서 모터 고장진단", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 이상경, 윤병동, 윤헌준, "전류 기반 모터 고장 진단 성능 향상을 위한 교차 모달 지식 증류 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "다양한 운행조건에서 영구자석 동기모터의 미학습 고장 진단을 위한 퓨샷 학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 이승윤, 김성종, 이지원, 김수지, 윤헌준, 윤병동, "알고리즘 공정성을 고려한 다양한 하중 조건에서의 베어링 고장 진단 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "모터 고장 진단을 위한 손실 함수 적응적 가중치 기반 다중 도메인 적응 활용 토크 불변 특성 학습 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "다양한 토크 조건에서 모터 고장 진단을 위한 향상된 다중 소스 도메인 적응 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "베어링 진단을 위한 고장 관련성 기반 다중 채널 데이터 융합 인공지능 모델 개발 ", 2022년도 춘계 소음진동 학술대회, 2022-05-26
  • 정화용, 김수지, 윤헌준, 윤병동, "딥러닝을 활용한 구름요소베어링 고장크기 추정 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "적은 고장 데이터 상황에서의 퓨샷 학습 기반 영구 자석 동기 모터 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김형민, 박찬희, 서채현, 채민석, 오혜준, 윤병동, 윤헌준, "다양한 운행 조건에서 모터의 딥러닝 기반 순시 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤병동, 윤헌준, "모터 고장 진단을 위한 다중 소스 도메인 활용 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 이승윤,김성종,김수지,윤헌준,윤병동, "도메인 차이를 고려한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "일반화 및 설명 가능성을 위한 도메인 지식과 인공지능의 융합-물류 자동화 시스템에의 적용 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 나규민, 김건, 윤헌준, 윤병동, "고장 신호 강화 이미지를 통한 기어박스 다중 클래스 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 조수호, 윤헌준, 신용창, 윤병동, "다중 공진을 위한 삼중 결함 인가 음향양자 결정 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 채민석, 박찬희, 김형민, 서채현, 윤헌준, 윤병동, " 합성곱 신경망을 이용한 영구 자석 동기 전동기의 축 편심 고장과 부하 토크 진동 분류 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 이승윤, 김성종, 김수지, 윤헌준, 윤병동, " 회전 정보 일치를 통한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "초저속 베어링의 신호 기반 고장 진단 난제와 원인 고찰 ", 대한기계학회 2021년 학술대회, 2021-11-03
  • 김형민, 박찬희, 서채현, 채민석, 윤헌준, 윤병동, "변속상황에서 산업용 전 동기의 딥러닝 기반 고장 진단 을 위한 전류 신호 리샘플링 기법 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 정화용, 김수지, 윤헌준, 윤병동, "진입-이탈현상 기반 구름 베어링의 고장 크기 추정연구 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-08
  • 윤헌준, 공현배, 조수호, 신용창, 윤병동, "딥러닝 기반 음향양자 결정 분산관계 해석 ", 2021년도 춘계 소음진동 학술대회, 2021-05-28
  • 윤헌준, 조수호, 신용창, 윤병동, "파동 특이현상과 에너지 변환 도메인 융합 기술 ", 2020년도 추계 소음진동 학술대회, 2020-11-19
  • 신용창, 윤헌준, 조수호, 윤병동, "음향양자 결정을 이용한 주파수 의존 경계조건 구현 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "압전 결함 인가 음향양자 결정의 수학적 해석 모델 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 다중 결함 탈동조화를 통한 광대역 공진 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 신용창, 윤헌준, 조수호, 윤병동, "국부 공진형 메타구조을 이용한 정상파 패터닝 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 조수호, 윤헌준, 신용창, 최원재, 박춘수, 김미소, 윤병동, "Multiple Defect Modes of a Phononic Crystal for Broadband Energy Localization ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 조수호, 윤헌준, 신용창, 윤병동, "동주파수 곡선 해석을 이용한 이방성 탄성 메타물질 기반 탄성파 시준(視準) ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "주파수 의존 유효 경계 조건을 위한 공진형 메타구조 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 윤헌준, 윤병동, "포아송 비와 모드 형상 곡률 사이의 관계가 전기-탄성 연성 효과에 미치는 영향 분석 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 신용창, 윤헌준, 조수호, 윤병동, "탄성 메타물질의 밴드 갭 반사 기반 고체 매질의 경게조건 설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 결함 밴드 형성에 대한 수학적 해석 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 준펭 자오, 윤헌준, 윤병동, "시간 영역에서의 동적 응답 최소화를 위한 미세 구조 위상 최적설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 이준민, 이동기, 박찬희, 윤헌준, 윤병동, "음향신호를 활용한 CNN 기반 불량 모터 분류기 개발 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "결함이 인가된 음향양자 결정의 다중 공진 모드와 압전 에너지 수확으로의 적용 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 윤헌준, 신용창, 조수호, 윤병동, "Elastic Metamaterial-Inspired Piezoelectric Energy Harvesting ", Mechanical Metamaterials Conference 2018, 2018-10-05
  • 윤병동, 윤헌준, 신용창, 조수호, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계", 2018 한국전기전자재료학회 하계학술대회, 2018-06-22
  • 윤헌준, 윤병동, "팽창 메타물질의 음의 포아송 비를 이용한 압전 진동 에너지 수확 성능 향상 ", 한국정밀공학회 2018 춘계학술대회, 2018-05-10
  • 윤헌준, 윤병동, "압전 진동 에너지 수확 소자 모델링 및 해석: 결정론적 접근과 추계론적 접근 ", 2018 춘계 소음진동 학술대회, 2018-04-27
  • 조수호, 윤헌준, 신용창, 윤병동, "포노닉 밴드갭 내 다중 결함 밴드를 이용한 광대역 압전 에너지 수확 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 윤병동, 조수호, 신용창, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 및 해석기술 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 신용창, 조수호, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계 ", 2017 한국전기전자재료학회 하계학술대회, 2017-06-22
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "음향양자 결정의 결함 모드를 이용한 에너지 국부화 및 수확 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 윤헌준, 김미소, 박춘수, 윤병동, "불규칙 가진 신호의 순시 주파수 비가 압전 소자의 전기-기계 연성 거동에 미치는 영향 분석 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 윤헌준, 윤병동, "심장 내 심박 조율기 자가 구동을 위한 나노스케일 혈압 에너지 하베스팅의 수학적 해석 모델: 크기 의존 연속체역학을 중심으로 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 신용창, 윤헌준, 윤병동, "포노닉 밴드갭을 이용한 고밀도 에너지 하베스팅 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 장범찬, 윤헌준, 박경민, 윤병동, 김희수, "수냉식 발전기 권선 흡습에 대한 건전성 진단 및 예지 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 윤헌준, 윤병동 , "음의 포아송 비를 갖는 다공질 구조 기반 압전 에너지 하베스팅의 멀티스케일 전기-탄성 연성 해석 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 최금실, 윤헌준, 이계연, 윤병동, "인체 보행을 고려한 에너지 하베스팅 보도 블록의 신뢰성 기반 최적설계 ", 한국정밀공학회 2015년도 추계학술대회, 2015-12-18
  • 윤헌준, 윤병동, 김흥수, "전기-기계 연성 복합 파손에 대한 시스템 신뢰성 해석 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 윤헌준, 윤병동, 김흥수, "Reliability-Based Design Optimization of Segmented Piezoelectric Energy Harvester ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 윤헌준, 윤병동, "Parametric Study for Designing Smoothing Kernel Window in Stochastic Electromechanical Model under Non-stationary Random Vibrations ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 윤병동, 윤헌준, 박정호, 이규석, 오현석, "모듈형 시스템 설계를 위한 플러그인 디지털 해석모델의 통계적 보정 및 검증 기술 최신 동향과 전망 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 윤헌준, 김미소, 박춘수, 윤병동 , "비정상 랜덤 진동 조건에서 압전 에너지 수확 장치의 시변 상관 다변량 응답 특성 분석 - 통계기반 수학적 해석과 실험적 관찰 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 윤헌준, 윤병동, 김흥수, "Generalized Complementary Intersection Method를 이용한 압전 에너지 수확 장치의 다중 파손모드에 대한 시스템 신뢰성 해석 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 윤헌준, 윤병동, 김흥수, "전기-기계 연성 수학적 해석 모델을 이용한 압전 에너지 하베스팅의 불확실성 확산 분석 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회 , 2014-04-30
  • 조철민, 최금실, 윤헌준, 윤병동, "에너지 하베스팅 스킨의 임피던스 정합을 위한 통합 설계 방법론 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 윤헌준, 윤병동, 조철민, "통계적 시간-주파수 분석을 이용한 압전 에너지 수확 장치의 평균 전력 예측 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 윤헌준, 김흥수, 조철민, 윤병동, "에너지 하베스팅 스킨의 압전 소재 분할 설계 및 전력 예측을 위한 수학적 해석 모델 개발 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 최장훈, 이강욱, 윤헌준, 하종문, 윤병동, "타격 위치 산포를 고려한 운전석 무릎 상해 저감에 관한 연구 ", 2012 한국자동차공학회 부문종합 학술대회, 2012-05-31
  • 정병창, 윤헌준, 윤병동, "에너지 하베스팅을 위한 철도 시스템 에너지 맵 ", 한국정밀공학회 2011년도 춘계학술대회, 2011-06-01
  • Book & Chapter
  • Byeng D. Youn, Heonjun Yoon, Hongjin Kim, Byung C. Jung, Chulmin Cho, and Yoon Young Kim, "Innovative Materials and Systems for Energy Harvesting Applications (Piezoelectric Energy Harvesting Skin and Its Application to Self-Powered Wireless Sensor Network) ", IGI Global, 2015-06
  • Patent
  • Byeng D. Youn, Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Method and Apparatus for Generating an Image for Motor Fault Diagnosis, and Method and Apparatus for Motor Fault Diagnosis Using Said Image ", Patent Registration, Republic of Korea, 10-2601072, 2023-11-07
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Metamaterial-based Broadband Elastic Wave Collimator", Patent Registration, Republic of Korea, 10-2316421, 2021-10-18
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Wonjae Choi, and Choon-Su Park, "Elastic Metamaterial Structure Having Octagonal Hole ", Patent Registration, Republic of Korea, 10-2243507, 2021-04-16
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Miso Kim, and Wonjae Choi, "Defect-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2217914, 2021-02-15
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Gradient Phononic Crystal-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2212083, 2021-01-29
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, and Soo-Ho Jo, "Energy Harvester Based on Metamaterial", Patent Registration, Republic of Korea, 10-1885731, 2018-07-31
  • Byeng D. Youn, Chulmin Cho, Yoon Young Kim, Hansol Yoon, Hongjin Kim, Sowon Lee, and Heonjun Yoon, "Harvestable Energy Scanner and Its Control Method ", Patent Registration, Republic of Korea, 10-1391804, 2014-04-28
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Apparatus and Method for Fault Diagnosis of Rotating Machinery Using Multi-scale Dilated Convolution ", Patent Application, Republic of Korea, 10-2022-0067622, 2022-06-02
  • Awards
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Gold Medal)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동 , "International Conference on Energy, Aquatech and Sustainability 2021 - Best Presentation Award", 2021-08-13
  • 조수호, 윤헌준, 신용창, 윤병동, "대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회 - 우수논문상", 2020-08-20
  • 조수호, 윤헌준, 신용창, 김미소, 윤병동, "Journal of Applied Physics - Front Cover & Featured Article", 2020-04-30
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 윤헌준, "Journal of Physics D: Applied Physics - Outstanding Reviewer Awards 2018", 2019-03-13
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "한국소음진동공학회 2018년도 추계학술대회 - 논문우수발표상", 2019-02-21
  • 윤헌준, "ACSMO 2018 Young Scientist Award", 2018-05-23
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회 - 우수논문상", 2018-04-27
  • 윤헌준, "대한기계학회 CAE 및 응용역학부문 2018년도 - 우수학위논문상(박사)", 2018-04-27
  • 윤헌준, "서울대학교 기계항공공학부 2017학년도 우수박사학위논문상", 2018-02-26
  • 윤헌준, 신용창, 조수호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2016-12-15
  • 윤헌준, 윤병동, "ENGE 2016 - General Poster Award", 2016-11-09
  • 윤헌준, "대한기계학회 CAE 및 응용역학부문 2016년도 학생논문경진대회 - 최우수상(1위)", 2016-04-08
  • 장문혁, 윤헌준, 이정욱, 성연국, 강하은, 양태명, 윤병동, "제 6회 소외된 90%를 위한 창의설계 경진대회 - 금상", 2014-05-23
  • 윤헌준, "한국소음진동공학회 2013년도 추계학술대회 - 논문우수발표상", 2014-04-24
  • 윤헌준, 윤병동, "Smart Materials and Structures - Featured Article", 2014-04-21
  • 윤헌준, 조철민, 윤병동, "The 7th World Congress on Biomimetics, Artificial Muscles and Nano-Bio - Best Paper Award", 2013-08-28
  • 윤헌준, "대한기계학회 CAE 및 응용역학부문 2013년도 - 우수학위논문상(석사)", 2013-05-24

  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Chaehyun Suh, Heonjun Yoon^*, and Byeng D. Youn^*, "PCDC: Prototype-assisted Dual-contrastive Learning with Depthwise Separable Convolutional Neural Network for Few-shot Fault Diagnosis of Permanent Magnet Synchronous Motors under New Operating Conditions ", Journal of Computational Design and Engineering, Under Revision
  • Seungyun Lee, Sungjong Kim, Su J. Kim, Jiwon Lee, Heonjun Yoon^*, and Byeng D. Youn^* , "Revolution and Peak Discrepancy-Based Domain Alignment Method for Bearing Fault Diagnosis Under Very Low-Speed Conditions ", Expert Systems with Applications, Accepted
  • Kyumin Na, Yunhan Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "FASER: Fault-affected Signal Energy Ratio for Fault Diagnosis of Gearboxes Under Repetitive Operating Conditions ", Expert Systems with Applications, 2024-03
  • Sang Kyung Lee, Hyeongmin Kim, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Self-supervised Feature Learning for Motor Fault Diagnosis under Various Torque Conditions ", Knowledge-based Systems, 2024-03
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Stator Current Operation Compensation (SCOC): A Novel Preprocessing Method for Deep Learning-based Fault Diagnosis of Permanent Magnet Synchronous Motors Under Variable Operating Conditions ", Measurement, 2023-11
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "MPARN: Multi-scale Path Attention Residual Network for Fault Diagnosis of Rotating Machines ", Journal of Computational Design and Engineering, 2023-04
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Jin-gyun Park, Heonjun Yoon^*, and Byeng D. Youn^*, "Probabilistic Framework for Reliable Optimal Design of Gearboxes in General-purpose Industrial Robots Considering Random Use Conditions ", Journal of Computational Design and Engineering, 2023-04
  • Kyumin Na, Heonjun Yoon^*, Jaedong Kim, Sungjong Kim, and Byeng D.Youn^* , "PERL: Probabilistic Energy-ratio-based Localization for Boiler Tube Leaks Using Descriptors of Acoustic Emission Signals ", Reliability Engineering & System Safety, 2023-02
  • Soo-Ho Jo^*, Donghyu Lee, Heonjun Yoon, and Byeng D. Youn, "Double Piezoelectric Defects in Phononic Crystals for Ultrasonic Transducers ", Journal of Physics D: Applied Physics, 2023-02
  • Keunsu Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "A Noise-robust Feature Extraction Method for Rolling Element Bearing Diagnosis: Linear Power-Normalized Cepstral Coefficients (LPNCC) ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2023-01
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "A Health Image for Deep Learning-based Fault Diagnosis of a Permanent Magnet Synchronous Motor Under Variable Operating Conditions : Instantaneous Current Residual Map", Reliability Engineering & System Safety, 2022-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Byeng D.Youn^*, and Miso Kim^*, "L-shape Triple Defects in a Phononic Crystal for Broadband Piezoelectric Energy Harvesting ", Nano Convergence, 2022-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon^*, and Byeng D. Youn^*, " Design Principle for Effective Mechanical Boundary Using a Resonance Band Gap under Elastic Waves", Journal of Computational Design and Engineering, 2022-04
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "Revealing Defect-mode-enabled Energy Localization Mechanisms of a One-dimensional Phononic Crystal ", International Journal of Mechanical Sciences, 2022-02
  • Soo-Ho Jo, Yong Chang Shin, Wonjae Choi, Heonjun Yoon, Byeng D. Youn^*, and Miso Kim^*, "Double defects-induced Elastic Wave Coupling and Energy Localization in a Phononic Crystal ", Nano Convergence, 2021-09
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "An Analytical Model of a Phononic Crystal with a Piezoelectric Defect for Energy Harvesting Using an Electroelastically Coupled Transfer Matrix", International Journal of Mechanical Sciences, 2021-03
  • Soo-Ho Jo¹, Yiwei Xia¹, Adriane G. Moura, Heonjun Yoon^*, Yong Chang Shin, Alper Erturk, and Byeng D. Youn, "Experimentally Validated Broadband Self-Collimation of Elastic Waves ", International Journal of Mechanical Sciences, 2021-02
  • Yong Chang Shin¹, Heonjun Yoon¹, Soo-Ho Jo, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Phononic Band Gap of a Quarter-Wave Stack for Enhanced Piezoelectric Energy Harvesting ", International Journal of Mechanical Sciences, 2021-01
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "A Graded Phononic Crystal with Decoupled Double Defects for Broadband Energy Localization ", International Journal of Mechanical Sciences, 2020-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Energy Localization and Harvesting: Supercell Size and Defect Location", International Journal of Mechanical Sciences, 2020-08
  • Woosung Choi, Heonjun Yoon, and Byeng D. Youn^*, "Operation-Adaptive Damage Assessment of Steam Turbines Using a Nonlinear Creep-Fatigue Interaction Model ", IEEE Access, 2020-07
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Miso Kim^*, and Byeng D. Youn^*, "Elastic Wave Localization and Harvesting Using Double Defect Modes of a Phononic Crystal ", Journal of Applied Physics, 2020-04
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Junpeng Zhao, Heonjun Yoon^*, and Byeng D. Youn^*, "An Adaptive Hybrid Expansion Method (AHEM) for Efficient Structural Topology Optimization under Harmonic Excitation ", Structural and Multidisciplinary Optimization, 2020-03
  • Junpeng Zhao, Heonjun Yoon, and Byeng D. Youn^*, "Concurrent Topology Optimization with Uniform Microstructure for Minimizing Dynamic Response in the Time Domain ", Computers & Structures, 2019-10
  • Byung C. Jung^1,* and Heonjun Yoon¹, "Double Acting Compression Mechanism (DACM) for Piezoelectric Vibration Energy Harvesting in 33-mode Operation ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2019-08
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn^*, "Topology Optimization for Phononic Band Gap Maximization Considering a Target Driving Frequency ", JMST Advances, 2019-06
  • Junpeng Zhao, Heonjun Yoon, and Byeng D. Youn^*, "An Efficient Concurrent Topology Optimization Approach for Frequency Response Problems ", Computer Methods in Applied Mechanics and Engineering, 2019-04
  • Choon-Su Park¹, Yong Chang Shin¹, Soo-Ho Jo, Heonjun Yoon, Wonjae Choi, Byeng D. Youn^*, and Miso Kim^*, "Two-dimensional Octagonal Phononic Crystals for Highly Dense Piezoelectric Energy Harvesting", Nano Energy, 2019-03
  • Heonjun Yoon and Byeng D. Youn^*, "System Reliability Analysis of Piezoelectric Vibration Energy Harvesting Considering Multiple Safety Events Under Physical Uncertainty ", Smart Materials and Structures, 2019-02
  • Junpeng Zhao, Heonjun Yoon, and Byeng D. Youn^*, "An Efficient Decoupled Sensitivity Analysis Method for Multiscale Concurrent Topology Optimization Problems ", Structural and Multidisciplinary Optimization, 2018-08
  • Jinshi Cui¹, Heonjun Yoon¹, and Byeng D. Youn^*, "An Omnidirectional Biomechanical Energy Harvesting (OBEH) Sidewalk Block for a Self-Generative Power Grid in a Smart City ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2018-08
  • Junpeng Zhao, Byeng D. Youn^*, Heonjun Yoon, Zhifang Fu, and Chunjie Wang, "On the Orthogonal Similarity Transformation (OST)-Based Sensitivity Analysis Method for Robust Topology Optimization under Loading Uncertainty: A Mathematical Proof and Its Extension ", Structural and Multidisciplinary Optimization, 2018-07
  • Heonjun Yoon, Miso Kim^*, Choon-Su Park, and Byeng D Youn^*, "Time-Varying Output Performances of Piezoelectric Vibration Energy Harvesting under Nonstationary Random Vibrations ", Smart Materials and Structures, 2018-01
  • Heonjun Yoon, Byeng D. Youn^*, and Heung Soo Kim^*, "Kirchhoff Plate Theory-Based Electromechanically-Coupled Analytical Model Considering Inertia and Stiffness Effects of Surface-Bonded Piezoelectric Patches ", Smart Materials and Structures, 2016-02
  • Byeng D. Youn^*, Byung C. Jung, Heonjun Yoon, Hyunseok Oh, Guesuk Lee, Minji Yoo, and Young Chul Huh, "Hierarchical model calibration for designing piezoelectric energy harvester in the presence of variability in material properties and geometry ", Structural and Multidisciplinary Optimization, 2016-01
  • Heonjun Yoon and Byeng D. Youn^*, "Stochastic Quantification of Electric Power Generated by a Piezoelectric Energy Harvester Using a Time-Frequency Analysis under Non-Stationary Random Vibrations", Smart Materials and Structures, 2014-04
  • Chao Hu, Byeng D. Youn^*, and Heonjun Yoon, "An Adaptive Dimension Decomposition and Reselection Method for Reliability Analysis ", Structural and Multidisciplinary Optimization, 2013-03

  • 등록된 실적이 없습니다.

  • Seungyun Lee, Sungjong Kim, Jiwon Lee, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "A Quantitative Analysis of Domain Discrepancies Between General- Speed and Very Low-Speed Bearings and Its Applications to Fault Diagnosis of Very Low-Speed Bearings Using Transfer Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-12
  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Heonjun Yoon, and Byeng D. Youn, "Few-Shot Learning Method for Fault Diagnosis of Permanent Magnet Synchronous Motors Under New Operating Conditions ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn , "A Multi-scale Residual Network with Attention Mechanism for Fault Diagnosis of Rotating Machines ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-15
  • Sungjong Kim, Seungyun Lee, Su J. Kim, Jiwon Lee, Heonjun Yoon, and Byeng D. Youn, "Attention Based Multi-sensor Bearing Fault Diagnosis Considering Fault Relevance ", International Conference on Energy, Aquatech and Sustainability 2022, 2022-08-04
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Resonance in Elastic Waves for Enhanced Piezoelectric Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Health Feature for Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hwayong Jeong, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "Frequency Domain based Signal Separation for Spall Size Estimation of Rolling Element Bearing ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "Anomaly Detection of Multichannel Complex Industrial Systems using Physically Grouped ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, Minseok Chae, Heonjun Yoon and Byeng D. Youn, "Physics-informed Convolutional Neural Network based Fault Diagnosis for Overhead Hoist Transports ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Modeling and Design of a Phononic Crystal with Piezoelectric Defects for Broadband Energy Localization and Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Heonjun Yoon, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn, "Modeling and Analysis of Piezoelectric Vibration Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Deep learning-based Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-13
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Phononic Crystals for Elastic Wave Energy Localization and Harvesting ", International Symposium on Precision Engineering and Sustainable Manufacturing 2021, 2021-07-21
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim, and Byeng D. Youn, "Multiple Defect Modes of a Phononic Crystal and Its Application to Broadband Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Manipulation of Standing Wave Using Metamaterials for Enhanced Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Design Optimization of a Locally Resonant Metastructure for Enhanced Energy Harvesting: Standing Wave Manipulation Approach ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn , "Design Optimization of Phononic Crystals with a Point Defect for Resonance Frequency Matching ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Heonjun Yoon, Hyeon Bae Kong, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn , "Can Deep Learning Be Used for Dispersion Engineering of Phononic Crystals? ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Realization of Frequency Dependent Effective Boundary Conditions Using Elastic Metamaterials, ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Heonjun Yoon and Byeng D. Youn, "Auxetic Metamaterials-Inspired Piezoelectric Vibration Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Analytical Modeling for Defect Band Splitting of a Phononic Crystal with Double Defects ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Byeng D. Youn, Miso Kim, Choon-Su Park and Wonjae Choi, "Enhanced Piezoelectric Energy Harvesting Using Multiple Defect Modes of a Phononic Crystal ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2018-11-13
  • Byeng D. Youn, Heonjun Yoon, Yong Chang Shin and Soo-Ho Jo, "Modeling and Analysis of Piezoelectric Energy Harvesting and Its Extension to Metamaterial-based Design ", 7th International Conference on Smart Materials and Structures, 2018-07-03
  • Heonjun Yoon and Byeng D. Youn, "Design of Auxetic Metamaterial-Inspired Piezoelectric Energy Harvesting Devices under Uncertainty ", Asian Congress of Structural and Multidisciplinary Optimization 2018, 2018-05-23
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin and Byeng D. Youn, "Why is a Defect Band Created within Bandgap of Elastic Metamaterials? ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo and Byeng D. Youn, "Minimization of Evanescent Field in One-Dimensional Finite Elastic Metamaterial ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Heonjun Yoon, Miso Kim, Choon-Su Park and Byeng D. Youn, "Stochastic Dynamics of Piezoelectric Energy Harvesting under Random Vibration ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-07
  • Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, "Energy Scanning for Designing Self-Generative Power Grid to Operate Wireless Sensors in Health Sensing Modules ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Miso Kim, Choon-Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Metamaterial-based Enhancement of Elastic Wave Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Guilian Yi, Miso Kim, Choon-Su Park, Wonjae Choi, Byeng D. Youn, "A Metamaterial-based Energy Harvester Design for Enhanced Power Supply to Wireless Sensor Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Heonjun Yoon, Joung Taek Yoon, Hyejeong Son, Byeng D. Youn, "Toward a Comprehensive Understanding of Uncertainty Effects on Model Predictive Capability in Engineering Analysis and Design ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "2D Phononic Band Gap Maximization for Broadband Energy Harvesting around a Target Driving Frequency ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon- Su Park, and Wonjae Choi, "Metamaterial-based Energy Harvester Design: Prevention of Wave Cancellation ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Miso Kim, Choon- Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Experimental Demonstration of Metamaterial-based Elastic Energy Focusing and Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Soo-Ho Jo, Yong Chang Shin, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, and Wonjae Choi, "Broadband Energy Harvesting Using Phononic Crystal with Multiple Defects", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-28
  • Heonjun Yoon, Yong Chang Shin, Soo-Ho Jo, and Byeng D. Youn, "Uncertainty Propagation in Piezoelectric Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-26
  • Byeng D. Youn, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Miso Kim, Choon-Su Park, and Wonjae Choi, "Advances in Energy Focusing, Localization and Harvesting ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Choon-Su Park, Wonjae Choi, Guilian Yi, and Byeng D. Youn , "Phononic Crystal-based Energy Focusing and Harvesting: From Unitcell to Structure Design ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Heonjun Yoon, Byeng D. Youn, "Piezoelectric Energy Harvesting using Hexagonal Honeycomb Lattice Structure ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Heonjun Yoon, Guilian Yi, Byeng D. Youn, "Systematic Approach for Designing a Piezoelectric Vibration Energy Harvester under Physical Uncertainty ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-22
  • Yong Chang Shin, Heonjun Yoon, Guilian Yi, Byeng D. Youn, "Modeling and Design of Metamaterial-based Energy Harvester Considering Wave Cancellation ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Byeng D. Youn, and Yong Chang Shin, "System Reliability Analysis for Power Generation and Durability of Piezoelectric Energy Harvester under Inherent Variability in Material Properties and Geometry ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Guilian Yi, Yong Chang Shin, Byeng D. Youn, "System Reliability-based Design Optimization of a Piezoelectric Energy Harvester under Multiple Correlated Failure Modes ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-25
  • Heonjun Yoon, Byeng D. Youn, and Heung Soo Kim, "System Reliability Analysis of Piezoelectric Energy Harvester under Various Physical Uncertainties ", 11th World Congress of Structural and Multidisciplinary Optimization, 2015-06-07
  • Heonjun Yoon, Miso Kim, Choon-Su Park, and Byeng D. Youn, "Validating the Predictive Capability of a Stochastic Analytical Model for a Piezoelectric Energy Harvester under Non-Stationary Random Vibration ", SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring, 2015-03-08
  • Heonjun Yoon, Byeng D. Youn, and Heung S. Kim, "Analysis of Electromechanical Performance of Energy Harvesting Skin based on the Kirchhoff Plate Theory ", ASME 2014 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2014-08-20
  • Heonjun Yoon, Byeng D. Youn, and Heung Soo Kim, "Analytical Model for Sampling-Based Reliability Analysis of Output Electric Power Generated by Piezoelectric Energy Harvesting Skin under Uncertainty ", 11th World Congress on Computational Mechanics, 2014-07-20
  • Heonjun Yoon, Byeng D. Youn, and Heung Soo Kim, "Statistical Analysis of Piezoelectric Energy Harvesting under Physical Uncertainty", International Conference on Computational & Experimental Engineering and Sciences 2014, 2014-06-12
  • Heonjun Yoon, Byeng D. Youn, and Heung S. Kim, "How to Reliably Scavenge Electric Power from Vibration Energy under Physical Uncertainty: Reliability-Based Design Optimization of Piezoelectric Energy Harvester ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Chulmin Cho, Hansol Yoon, Heonjun Yoon, Hongjin Kim, Sowon Lee, Byeng D. Youn, Jae Eun Kim, and Yoon Young Kim, "Harvestable Energy Analysis for Visualization of Harvestable Energy ", The 7th World Congress on Biomimetics, Artificial Muscles and Nano-Bio, 2013-08-29
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Stochastic Analysis of Piezoelectric Energy Harvesting under Non-stationary Random Vibrations ", The 7th World Congress on Biomimetics, Artificial Muscles and Nano-Bio, 2013-08-29
  • Heonjun Yoon, Byeng D. Youn, and Chulmin Cho, "Piezoelectric Energy Harvesting Analysis under Non-Stationary Random Vibrations ", ASME 2013 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2013-08-04
  • Heonjun Yoon, Chulmin Cho and Byeng D. Youn, "Electromechanically Coupled Analytical Model of Energy Harvesting Skin ", International Symposium on Green Manufacturing and Applications 2013, 2013-06-25
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Reliability-Based Design Optimization for Energy Harvesting Skin Using a Plate Theory Based Analytical Model ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Analytical Model for Piezoelectric Energy Harvesting Analysis Using a Plate Theory ", 2nd International Conference on COmputational Design in Engineering, 2012-11-13
  • Chulmin Cho, Heonjun Yoon, Hansol Yoon , Hyunjae Kim, Sowon Lee, Jae Eun Kim, Byeng D. Youn, and Kim Y.Y., "Investigation of Energy Harvesting Map for Smart Plants ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27
  • Heonjun Yoon, Chulmin Cho, and Byeng D. Youn, "Stochastic Energy Harvesting Analysis under Wideband Vibration ", International Symposium on Green Manufacturing and Applications 2012, 2012-08-27
  • Byung C. Jung, Chulmin Cho, Heonjun Yoon, Hansol Yoon, Byeng D.Youn, Yoon Young Kim, "Statistical Model Calibration for Energy Harvesting Skin Analysis and Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Byung C. Jung, Heonjun Yoon, and Byeng D. Youn, "Harvestable Energy Map of Train System for Energy Harvesting ", International Symposium on Green Manufacturing and Applications 2011, 2011-10-06

  • 이지원, 이승윤, 김성종, 김민재, 윤헌준, 윤병동, "부분 회전 조건 아래 선회 베어링 고장 진단을 위한 신호 확장 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "모터 고장 진단을 위한 신호처리 기반 자기지도 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "자기지도 학습을 통한 제한된 레이블 데이터에서 모터 고장진단", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 이상경, 윤병동, 윤헌준, "전류 기반 모터 고장 진단 성능 향상을 위한 교차 모달 지식 증류 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "다양한 운행조건에서 영구자석 동기모터의 미학습 고장 진단을 위한 퓨샷 학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 이승윤, 김성종, 이지원, 김수지, 윤헌준, 윤병동, "알고리즘 공정성을 고려한 다양한 하중 조건에서의 베어링 고장 진단 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "모터 고장 진단을 위한 손실 함수 적응적 가중치 기반 다중 도메인 적응 활용 토크 불변 특성 학습 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "다양한 토크 조건에서 모터 고장 진단을 위한 향상된 다중 소스 도메인 적응 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "베어링 진단을 위한 고장 관련성 기반 다중 채널 데이터 융합 인공지능 모델 개발 ", 2022년도 춘계 소음진동 학술대회, 2022-05-26
  • 정화용, 김수지, 윤헌준, 윤병동, "딥러닝을 활용한 구름요소베어링 고장크기 추정 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "적은 고장 데이터 상황에서의 퓨샷 학습 기반 영구 자석 동기 모터 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김형민, 박찬희, 서채현, 채민석, 오혜준, 윤병동, 윤헌준, "다양한 운행 조건에서 모터의 딥러닝 기반 순시 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤병동, 윤헌준, "모터 고장 진단을 위한 다중 소스 도메인 활용 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 이승윤,김성종,김수지,윤헌준,윤병동, "도메인 차이를 고려한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "일반화 및 설명 가능성을 위한 도메인 지식과 인공지능의 융합-물류 자동화 시스템에의 적용 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 나규민, 김건, 윤헌준, 윤병동, "고장 신호 강화 이미지를 통한 기어박스 다중 클래스 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 조수호, 윤헌준, 신용창, 윤병동, "다중 공진을 위한 삼중 결함 인가 음향양자 결정 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 채민석, 박찬희, 김형민, 서채현, 윤헌준, 윤병동, " 합성곱 신경망을 이용한 영구 자석 동기 전동기의 축 편심 고장과 부하 토크 진동 분류 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 이승윤, 김성종, 김수지, 윤헌준, 윤병동, " 회전 정보 일치를 통한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "초저속 베어링의 신호 기반 고장 진단 난제와 원인 고찰 ", 대한기계학회 2021년 학술대회, 2021-11-03
  • 김형민, 박찬희, 서채현, 채민석, 윤헌준, 윤병동, "변속상황에서 산업용 전 동기의 딥러닝 기반 고장 진단 을 위한 전류 신호 리샘플링 기법 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 정화용, 김수지, 윤헌준, 윤병동, "진입-이탈현상 기반 구름 베어링의 고장 크기 추정연구 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-08
  • 윤헌준, 공현배, 조수호, 신용창, 윤병동, "딥러닝 기반 음향양자 결정 분산관계 해석 ", 2021년도 춘계 소음진동 학술대회, 2021-05-28
  • 윤헌준, 조수호, 신용창, 윤병동, "파동 특이현상과 에너지 변환 도메인 융합 기술 ", 2020년도 추계 소음진동 학술대회, 2020-11-19
  • 신용창, 윤헌준, 조수호, 윤병동, "음향양자 결정을 이용한 주파수 의존 경계조건 구현 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "압전 결함 인가 음향양자 결정의 수학적 해석 모델 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 다중 결함 탈동조화를 통한 광대역 공진 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 신용창, 윤헌준, 조수호, 윤병동, "국부 공진형 메타구조을 이용한 정상파 패터닝 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 조수호, 윤헌준, 신용창, 최원재, 박춘수, 김미소, 윤병동, "Multiple Defect Modes of a Phononic Crystal for Broadband Energy Localization ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 조수호, 윤헌준, 신용창, 윤병동, "동주파수 곡선 해석을 이용한 이방성 탄성 메타물질 기반 탄성파 시준(視準) ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "주파수 의존 유효 경계 조건을 위한 공진형 메타구조 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 윤헌준, 윤병동, "포아송 비와 모드 형상 곡률 사이의 관계가 전기-탄성 연성 효과에 미치는 영향 분석 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 신용창, 윤헌준, 조수호, 윤병동, "탄성 메타물질의 밴드 갭 반사 기반 고체 매질의 경게조건 설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 결함 밴드 형성에 대한 수학적 해석 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 준펭 자오, 윤헌준, 윤병동, "시간 영역에서의 동적 응답 최소화를 위한 미세 구조 위상 최적설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 이준민, 이동기, 박찬희, 윤헌준, 윤병동, "음향신호를 활용한 CNN 기반 불량 모터 분류기 개발 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "결함이 인가된 음향양자 결정의 다중 공진 모드와 압전 에너지 수확으로의 적용 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 윤헌준, 신용창, 조수호, 윤병동, "Elastic Metamaterial-Inspired Piezoelectric Energy Harvesting ", Mechanical Metamaterials Conference 2018, 2018-10-05
  • 윤병동, 윤헌준, 신용창, 조수호, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계", 2018 한국전기전자재료학회 하계학술대회, 2018-06-22
  • 윤헌준, 윤병동, "팽창 메타물질의 음의 포아송 비를 이용한 압전 진동 에너지 수확 성능 향상 ", 한국정밀공학회 2018 춘계학술대회, 2018-05-10
  • 윤헌준, 윤병동, "압전 진동 에너지 수확 소자 모델링 및 해석: 결정론적 접근과 추계론적 접근 ", 2018 춘계 소음진동 학술대회, 2018-04-27
  • 조수호, 윤헌준, 신용창, 윤병동, "포노닉 밴드갭 내 다중 결함 밴드를 이용한 광대역 압전 에너지 수확 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 윤병동, 조수호, 신용창, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 및 해석기술 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 신용창, 조수호, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계 ", 2017 한국전기전자재료학회 하계학술대회, 2017-06-22
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "음향양자 결정의 결함 모드를 이용한 에너지 국부화 및 수확 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 윤헌준, 김미소, 박춘수, 윤병동, "불규칙 가진 신호의 순시 주파수 비가 압전 소자의 전기-기계 연성 거동에 미치는 영향 분석 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 윤헌준, 윤병동, "심장 내 심박 조율기 자가 구동을 위한 나노스케일 혈압 에너지 하베스팅의 수학적 해석 모델: 크기 의존 연속체역학을 중심으로 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 신용창, 윤헌준, 윤병동, "포노닉 밴드갭을 이용한 고밀도 에너지 하베스팅 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 장범찬, 윤헌준, 박경민, 윤병동, 김희수, "수냉식 발전기 권선 흡습에 대한 건전성 진단 및 예지 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 윤헌준, 윤병동 , "음의 포아송 비를 갖는 다공질 구조 기반 압전 에너지 하베스팅의 멀티스케일 전기-탄성 연성 해석 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 최금실, 윤헌준, 이계연, 윤병동, "인체 보행을 고려한 에너지 하베스팅 보도 블록의 신뢰성 기반 최적설계 ", 한국정밀공학회 2015년도 추계학술대회, 2015-12-18
  • 윤헌준, 윤병동, 김흥수, "전기-기계 연성 복합 파손에 대한 시스템 신뢰성 해석 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 윤헌준, 윤병동, 김흥수, "Reliability-Based Design Optimization of Segmented Piezoelectric Energy Harvester ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 윤헌준, 윤병동, "Parametric Study for Designing Smoothing Kernel Window in Stochastic Electromechanical Model under Non-stationary Random Vibrations ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 윤병동, 윤헌준, 박정호, 이규석, 오현석, "모듈형 시스템 설계를 위한 플러그인 디지털 해석모델의 통계적 보정 및 검증 기술 최신 동향과 전망 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 윤헌준, 김미소, 박춘수, 윤병동 , "비정상 랜덤 진동 조건에서 압전 에너지 수확 장치의 시변 상관 다변량 응답 특성 분석 - 통계기반 수학적 해석과 실험적 관찰 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 윤헌준, 윤병동, 김흥수, "Generalized Complementary Intersection Method를 이용한 압전 에너지 수확 장치의 다중 파손모드에 대한 시스템 신뢰성 해석 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 윤헌준, 윤병동, 김흥수, "전기-기계 연성 수학적 해석 모델을 이용한 압전 에너지 하베스팅의 불확실성 확산 분석 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회 , 2014-04-30
  • 조철민, 최금실, 윤헌준, 윤병동, "에너지 하베스팅 스킨의 임피던스 정합을 위한 통합 설계 방법론 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 윤헌준, 윤병동, 조철민, "통계적 시간-주파수 분석을 이용한 압전 에너지 수확 장치의 평균 전력 예측 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 윤헌준, 김흥수, 조철민, 윤병동, "에너지 하베스팅 스킨의 압전 소재 분할 설계 및 전력 예측을 위한 수학적 해석 모델 개발 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 최장훈, 이강욱, 윤헌준, 하종문, 윤병동, "타격 위치 산포를 고려한 운전석 무릎 상해 저감에 관한 연구 ", 2012 한국자동차공학회 부문종합 학술대회, 2012-05-31
  • 정병창, 윤헌준, 윤병동, "에너지 하베스팅을 위한 철도 시스템 에너지 맵 ", 한국정밀공학회 2011년도 춘계학술대회, 2011-06-01

  • Byeng D. Youn, Heonjun Yoon, Hongjin Kim, Byung C. Jung, Chulmin Cho, and Yoon Young Kim, "Innovative Materials and Systems for Energy Harvesting Applications (Piezoelectric Energy Harvesting Skin and Its Application to Self-Powered Wireless Sensor Network) ", IGI Global, 2015-06

  • Byeng D. Youn, Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Method and Apparatus for Generating an Image for Motor Fault Diagnosis, and Method and Apparatus for Motor Fault Diagnosis Using Said Image ", Patent Registration, Republic of Korea, 10-2601072, 2023-11-07
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Metamaterial-based Broadband Elastic Wave Collimator", Patent Registration, Republic of Korea, 10-2316421, 2021-10-18
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Wonjae Choi, and Choon-Su Park, "Elastic Metamaterial Structure Having Octagonal Hole ", Patent Registration, Republic of Korea, 10-2243507, 2021-04-16
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Miso Kim, and Wonjae Choi, "Defect-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2217914, 2021-02-15
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Gradient Phononic Crystal-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2212083, 2021-01-29
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, and Soo-Ho Jo, "Energy Harvester Based on Metamaterial", Patent Registration, Republic of Korea, 10-1885731, 2018-07-31
  • Byeng D. Youn, Chulmin Cho, Yoon Young Kim, Hansol Yoon, Hongjin Kim, Sowon Lee, and Heonjun Yoon, "Harvestable Energy Scanner and Its Control Method ", Patent Registration, Republic of Korea, 10-1391804, 2014-04-28
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Apparatus and Method for Fault Diagnosis of Rotating Machinery Using Multi-scale Dilated Convolution ", Patent Application, Republic of Korea, 10-2022-0067622, 2022-06-02

  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Gold Medal)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동 , "International Conference on Energy, Aquatech and Sustainability 2021 - Best Presentation Award", 2021-08-13
  • 조수호, 윤헌준, 신용창, 윤병동, "대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회 - 우수논문상", 2020-08-20
  • 조수호, 윤헌준, 신용창, 김미소, 윤병동, "Journal of Applied Physics - Front Cover & Featured Article", 2020-04-30
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 윤헌준, "Journal of Physics D: Applied Physics - Outstanding Reviewer Awards 2018", 2019-03-13
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "한국소음진동공학회 2018년도 추계학술대회 - 논문우수발표상", 2019-02-21
  • 윤헌준, "ACSMO 2018 Young Scientist Award", 2018-05-23
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회 - 우수논문상", 2018-04-27
  • 윤헌준, "대한기계학회 CAE 및 응용역학부문 2018년도 - 우수학위논문상(박사)", 2018-04-27
  • 윤헌준, "서울대학교 기계항공공학부 2017학년도 우수박사학위논문상", 2018-02-26
  • 윤헌준, 신용창, 조수호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2016-12-15
  • 윤헌준, 윤병동, "ENGE 2016 - General Poster Award", 2016-11-09
  • 윤헌준, "대한기계학회 CAE 및 응용역학부문 2016년도 학생논문경진대회 - 최우수상(1위)", 2016-04-08
  • 장문혁, 윤헌준, 이정욱, 성연국, 강하은, 양태명, 윤병동, "제 6회 소외된 90%를 위한 창의설계 경진대회 - 금상", 2014-05-23
  • 윤헌준, "한국소음진동공학회 2013년도 추계학술대회 - 논문우수발표상", 2014-04-24
  • 윤헌준, 윤병동, "Smart Materials and Structures - Featured Article", 2014-04-21
  • 윤헌준, 조철민, 윤병동, "The 7th World Congress on Biomimetics, Artificial Muscles and Nano-Bio - Best Paper Award", 2013-08-28
  • 윤헌준, "대한기계학회 CAE 및 응용역학부문 2013년도 - 우수학위논문상(석사)", 2013-05-24

  Name	Heonjun Yoon (윤헌준)
  Graduation Year	February 2018
  Doctoral Dissertation	Modeling and Analysis of Piezoelectric Vibration Energy Harvesting Devices under Operating and Manufacturing Uncertainties
  Research Area	Piezoelectric Vibration Energy Harvesting Elastic Metamaterial [ResearchGate] [Google Scholar] [ORCID]
  Location	Assistant Professor in the School of Mechanical Engineering at Soongsil University
  E-mail	heonjun@ssu.ac.kr
  View Publications

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• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, Yunhan Kim, and Sooho Kim, "Life-Cycle Maintenance Cost Analysis Framework Considering Time-Dependent False and Missed Alarms for Fault Diagnosis ", Reliability Engineering & System Safety, 2019-04
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, and Yunhan Kim, "A Newly Formulated Resilience Measure that Considers False Alarms ", Reliability Engineering & System Safety, 2017-11
  • Byeng D. Youn^*, Kyung Min Park, Chao Hu, Joung Taek Yoon, Hee Soo Kim, Beom Chan Jang, and Yong Chae Bae, "Statistical Health Reasoning of Water-Cooled Power Generator Stator Windings against Moisture Absorption ", IEEE Transactions on Energy Conversion, 2015-12
  • Zhimin Xi, Byeng D. Youn^*, Byung C. Jung, and Joung Taek Yoon, "Random Field Modeling with Insufficient Field Data for Probability Analysis and Design ", Structural and Multidisciplinary Optimization, 2015-03
  • Chao Hu, Pingfeng Wang, Byeng D. Youn^*, Wook-Ryun Lee, and Joung Taek Yoon, "Copula-Based Statistical Health Grade System against Mechanical Faults of Power Transformers ", IEEE Transactions on Power Delivery, 2012-10
  • Domestic Journal
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복원가능 시스템 설계를 위한 복원도 할당", 제어로봇시스템학회 논문지, 2011-11
  • International Conference
  • Joung Taek Yoon, Minji Yoo, Yunhan Kim and Byeng D. Youn, "A Probabilistic Approach to Maintenance Cost Analysis Considering Time-dependent False Alarms for PHM Design ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Minji Yoo, Joung Taek Yoon, Yunhan Kim, Byeng D. Youn, "Does PHM Make an Engineered System Resilient under Sensor Faults? ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Heonjun Yoon, Joung Taek Yoon, Hyejeong Son, Byeng D. Youn, "Toward a Comprehensive Understanding of Uncertainty Effects on Model Predictive Capability in Engineering Analysis and Design ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Joung Taek Yoon, Minji Yoo, Byeng D. Youn, Yunhan Kim, "A New Resilience-Driven System Design Considering False Alarms ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Kyung Min Park, Byeng D. Youn, Joung Taek Yoon, Hee Soo Kim, and Beom Chan Jang, "Statistical Health Diagnostics for Water-Cooled Power Generator Stator Winding against Water Absorption ", ASME 2014 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2014-08-19
  • Joung Taek Yoon, Kyung Min Park, Byeng D. Youn, and Wook-Ryun Lee, "Diagnostics of Mechanical Faults in Power Transformers - Vibration Sensor Network Design under Vibration Uncertainty ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-10
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang and Chao Hu, "A Time-dependent Resilient-driven System Design Framework ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Joung T. Yoon, Byeng D. Youn, Kyung Min Park, and Wook-Ryun Lee, "Vibration-Based Robust Health Diagnostics for Mechanical Failure Modes of Power Transformers ", 2013 IEEE International Conference on Prognostics and Health Management, 2013-06-24
  • Kyung Min Park, Byeng D. Youn, Joung T. Yoon, Chao Hu, Hee Soo Kim, and Yong Chae Bae , "Health Diagnostics of Water-Cooled Power Generator Stator Windings Using a Directional Mahalanobis Distance (DMD) ", 2013 IEEE International Conference on Prognostics and Health Management, 2013-06-24
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang, and Chao Hu, "A Time-dependent Framework of Resilience-Driven System Design and Its Application to Wind turbine System Design ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Chao Hu, Pingfeng Wang, Byeng D. Youn, Wook-Ryun Lee, and Joung Taek Yoon, "Statistical Health Grade System against Mechanical failures of Power Transformers ", Annual Conference of the Prognostics and Health Management Society 2012, 2012-09-23
  • Chao Hu, Byeng D. Youn, Pingfeng Wang, and JoungTaek Yoon, "An Ensemble Approach for Robust Data-Driven Prognostics ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Dae Whan Kim, Joung Taek Youn, and Byeng D. Youn, "Stochastic Model for Assembly Quality Prediction Using 3D Random Field Characterization Technique ", 7th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2012-06-18
  • Byeng D.Youn, Chao Hu, Pingfeng Wang, and Joung Taek Yoon, "Resilience Allocation for Engineered System Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23
  • Domestic Conference
  • 윤정택, 윤병동, 유민지, 김윤한, "Engineering Resilience Quantification Considering False Alarms ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 윤정택, 윤병동, "고장 오진단을 고려한 복원도 지수의 정식화 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 정병창, 윤정택, 허영철, 윤병동, "극저온 배관계 누설탐지 시스템 실적용 검증 연구 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • 박경민, 윤병동, 윤정택, 김희수, 장범찬, "Directional Mahalanobis Distance 기반 수냉식 발전기 고정자 권선의 흡습 건전성 진단 시스템 개발 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 윤정택, 윤병동, 박경민, 이욱륜, "전력용 변압기 기계적 고장 진단을 위한 센서 네크워크 최적화 방법론 ", 대한기계학회 2013년도 학술대회, 2013-12-18
  • 박경민, 윤병동, 윤정택, 김희수, "Directional Mahalanobis Distance 기반 수냉식 발전기 고정자 권선의 통계적 흡습 진단 및 예지 ", 대한기계학회 2013년도 학술대회, 2013-12-18
  • 윤정택, 윤병동, 왕핑펭, 후차오, "개선된 복원도 기반 설계 방법론과 풍력발전기 블레이드 설계로의 적용 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 최승혁, 윤정택, 김현재, 김태진, 윤병동, "DTS 를 활용한 LNG 시설 내 극저온 배관계의 누설탐지 기술 개발", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 박경민, 윤병동, 윤정택, 김희수, 배용채, "수냉식 발전기 고정자 권선의 흡습 진단법", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복잡한 공학 시스템을 위한 복원가능 시스템 설계", 대한기계학회 2011년도 추계학술대회, 2011-11-02
  • Awards
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26
  • 윤정택, 이준호, 윤병동, "International Conference on Innovative Design and Manufacturing - Excellent Poster Award", 2012-12-14
  • 윤정택, 이준호, 윤병동, "대한기계학회 제2회 전국 대학생 설계 경진대회 - 금상", 2012-11-08
  • Chao Hu, 윤병동, Pingfeng Wang, 윤정택, " ASME 2012 IDETC Design Automation Conference - Top 10 Best Papers (out of 118) ", 2012-08-12

  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, Yunhan Kim, and Sooho Kim, "Life-Cycle Maintenance Cost Analysis Framework Considering Time-Dependent False and Missed Alarms for Fault Diagnosis ", Reliability Engineering & System Safety, 2019-04
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, and Yunhan Kim, "A Newly Formulated Resilience Measure that Considers False Alarms ", Reliability Engineering & System Safety, 2017-11
  • Byeng D. Youn^*, Kyung Min Park, Chao Hu, Joung Taek Yoon, Hee Soo Kim, Beom Chan Jang, and Yong Chae Bae, "Statistical Health Reasoning of Water-Cooled Power Generator Stator Windings against Moisture Absorption ", IEEE Transactions on Energy Conversion, 2015-12
  • Zhimin Xi, Byeng D. Youn^*, Byung C. Jung, and Joung Taek Yoon, "Random Field Modeling with Insufficient Field Data for Probability Analysis and Design ", Structural and Multidisciplinary Optimization, 2015-03
  • Chao Hu, Pingfeng Wang, Byeng D. Youn^*, Wook-Ryun Lee, and Joung Taek Yoon, "Copula-Based Statistical Health Grade System against Mechanical Faults of Power Transformers ", IEEE Transactions on Power Delivery, 2012-10

  • 윤병동, 후차오, 왕핑펭, 윤정택, "복원가능 시스템 설계를 위한 복원도 할당", 제어로봇시스템학회 논문지, 2011-11

  • Joung Taek Yoon, Minji Yoo, Yunhan Kim and Byeng D. Youn, "A Probabilistic Approach to Maintenance Cost Analysis Considering Time-dependent False Alarms for PHM Design ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Minji Yoo, Joung Taek Yoon, Yunhan Kim, Byeng D. Youn, "Does PHM Make an Engineered System Resilient under Sensor Faults? ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Heonjun Yoon, Joung Taek Yoon, Hyejeong Son, Byeng D. Youn, "Toward a Comprehensive Understanding of Uncertainty Effects on Model Predictive Capability in Engineering Analysis and Design ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Joung Taek Yoon, Minji Yoo, Byeng D. Youn, Yunhan Kim, "A New Resilience-Driven System Design Considering False Alarms ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Kyung Min Park, Byeng D. Youn, Joung Taek Yoon, Hee Soo Kim, and Beom Chan Jang, "Statistical Health Diagnostics for Water-Cooled Power Generator Stator Winding against Water Absorption ", ASME 2014 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2014-08-19
  • Joung Taek Yoon, Kyung Min Park, Byeng D. Youn, and Wook-Ryun Lee, "Diagnostics of Mechanical Faults in Power Transformers - Vibration Sensor Network Design under Vibration Uncertainty ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-10
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang and Chao Hu, "A Time-dependent Resilient-driven System Design Framework ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Joung T. Yoon, Byeng D. Youn, Kyung Min Park, and Wook-Ryun Lee, "Vibration-Based Robust Health Diagnostics for Mechanical Failure Modes of Power Transformers ", 2013 IEEE International Conference on Prognostics and Health Management, 2013-06-24
  • Kyung Min Park, Byeng D. Youn, Joung T. Yoon, Chao Hu, Hee Soo Kim, and Yong Chae Bae , "Health Diagnostics of Water-Cooled Power Generator Stator Windings Using a Directional Mahalanobis Distance (DMD) ", 2013 IEEE International Conference on Prognostics and Health Management, 2013-06-24
  • Joung Taek Yoon, Byeng D. Youn, Pingfeng Wang, and Chao Hu, "A Time-dependent Framework of Resilience-Driven System Design and Its Application to Wind turbine System Design ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Chao Hu, Pingfeng Wang, Byeng D. Youn, Wook-Ryun Lee, and Joung Taek Yoon, "Statistical Health Grade System against Mechanical failures of Power Transformers ", Annual Conference of the Prognostics and Health Management Society 2012, 2012-09-23
  • Chao Hu, Byeng D. Youn, Pingfeng Wang, and JoungTaek Yoon, "An Ensemble Approach for Robust Data-Driven Prognostics ", ASME 2012 International Design Engineering Technical Conferences , 2012-08-12
  • Dae Whan Kim, Joung Taek Youn, and Byeng D. Youn, "Stochastic Model for Assembly Quality Prediction Using 3D Random Field Characterization Technique ", 7th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2012-06-18
  • Byeng D.Youn, Chao Hu, Pingfeng Wang, and Joung Taek Yoon, "Resilience Allocation for Engineered System Design ", 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference, 2012-04-23

  • 윤정택, 윤병동, 유민지, 김윤한, "Engineering Resilience Quantification Considering False Alarms ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 윤정택, 윤병동, "고장 오진단을 고려한 복원도 지수의 정식화 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 정병창, 윤정택, 허영철, 윤병동, "극저온 배관계 누설탐지 시스템 실적용 검증 연구 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • 박경민, 윤병동, 윤정택, 김희수, 장범찬, "Directional Mahalanobis Distance 기반 수냉식 발전기 고정자 권선의 흡습 건전성 진단 시스템 개발 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 윤정택, 윤병동, 박경민, 이욱륜, "전력용 변압기 기계적 고장 진단을 위한 센서 네크워크 최적화 방법론 ", 대한기계학회 2013년도 학술대회, 2013-12-18
  • 박경민, 윤병동, 윤정택, 김희수, "Directional Mahalanobis Distance 기반 수냉식 발전기 고정자 권선의 통계적 흡습 진단 및 예지 ", 대한기계학회 2013년도 학술대회, 2013-12-18
  • 윤정택, 윤병동, 왕핑펭, 후차오, "개선된 복원도 기반 설계 방법론과 풍력발전기 블레이드 설계로의 적용 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 최승혁, 윤정택, 김현재, 김태진, 윤병동, "DTS 를 활용한 LNG 시설 내 극저온 배관계의 누설탐지 기술 개발", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 박경민, 윤병동, 윤정택, 김희수, 배용채, "수냉식 발전기 고정자 권선의 흡습 진단법", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • 윤병동, 후차오, 왕핑펭, 윤정택, "복잡한 공학 시스템을 위한 복원가능 시스템 설계", 대한기계학회 2011년도 추계학술대회, 2011-11-02

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26
  • 윤정택, 이준호, 윤병동, "International Conference on Innovative Design and Manufacturing - Excellent Poster Award", 2012-12-14
  • 윤정택, 이준호, 윤병동, "대한기계학회 제2회 전국 대학생 설계 경진대회 - 금상", 2012-11-08
  • Chao Hu, 윤병동, Pingfeng Wang, 윤정택, " ASME 2012 IDETC Design Automation Conference - Top 10 Best Papers (out of 118) ", 2012-08-12

  Name	Joung Taek Yoon (윤정택)
  Graduation Year	February 2018
  Doctoral Dissertation	Resilience Analysis and Design Methodology Considering False Alarms for Complex Engineered Systems
  Research Area	Resilience-driven System Design for an Energy System
  Location	SAMSUNG Electronics
  E-mail	jt.yoon@samsung.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Woosung Choi, Heonjun Yoon, and Byeng D. Youn^*, "Operation-Adaptive Damage Assessment of Steam Turbines Using a Nonlinear Creep-Fatigue Interaction Model ", IEEE Access, 2020-07
  • Woosung Choi, Byeng D. Youn^*, Hyunseok Oh, and Nam H. Kim, "A Bayesian Approach for a Damage Growth Model Using Sporadically Measured and Heterogeneous on-site Data from a Steam Turbine", Reliability Engineering & System Safety, 2019-04
  • International Conference
  • Woosung Choi, Hyunseok Oh, Byeng D. Youn, Nam-Ho Kim, "Bayesian Inferences of Damage Index and Damage Growth Model based on On-site Measurement Data of Steam Turbine ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Woosung Choi, Hyunseok Oh, and Byeng D. Youn, "A Model based Prognostic Methodology for Steam turbine of Power plant ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Domestic Conference
  • 최우성, 윤병동, "화력발전소 증기터빈의 모델기반 고장예지기법 개발 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • Patent
  • Byeng D. Youn, Hyunseok Oh, Sang Min Lee, Woo Sung Choi, and Sung Ho Jang, "System and Method for Predicting Life of Turbine ", Patent Registration, Republic of Korea, 10-2240646, 2021-04-09
  • Woosung Choi, Sungmin Kim, Heesoo Kim, Seokman Sohn, Jong-Duk Son, Joon-Seok Oh, Byeng D. Youn, Kyumin Na, and Yeongtak Oh, "Boiler Piping Monitoring System and Method ", Patent Registration, Republic of Korea, 10-2226050, 2021-03-04
  • Joon-seok Oh, Woo-sung Choi, Sungmin Kim, Heesoo Kim, Seogman Sohn, Jong Deok Son, Byeong D. Youn, Jin Uk Ko, and Hyeon Bae Kong, "Early Detection Apparatus and Method for Transient State for Steam Turbine ", Patent Application, Republic of Korea, 10-2019-0168407, 2019-12-17

  • Woosung Choi, Heonjun Yoon, and Byeng D. Youn^*, "Operation-Adaptive Damage Assessment of Steam Turbines Using a Nonlinear Creep-Fatigue Interaction Model ", IEEE Access, 2020-07
  • Woosung Choi, Byeng D. Youn^*, Hyunseok Oh, and Nam H. Kim, "A Bayesian Approach for a Damage Growth Model Using Sporadically Measured and Heterogeneous on-site Data from a Steam Turbine", Reliability Engineering & System Safety, 2019-04

  • 등록된 실적이 없습니다.

  • Woosung Choi, Hyunseok Oh, Byeng D. Youn, Nam-Ho Kim, "Bayesian Inferences of Damage Index and Damage Growth Model based on On-site Measurement Data of Steam Turbine ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Woosung Choi, Hyunseok Oh, and Byeng D. Youn, "A Model based Prognostic Methodology for Steam turbine of Power plant ", 3rd International Conference on Materials and Reliability, 2015-11-25

  • 최우성, 윤병동, "화력발전소 증기터빈의 모델기반 고장예지기법 개발 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Hyunseok Oh, Sang Min Lee, Woo Sung Choi, and Sung Ho Jang, "System and Method for Predicting Life of Turbine ", Patent Registration, Republic of Korea, 10-2240646, 2021-04-09
  • Woosung Choi, Sungmin Kim, Heesoo Kim, Seokman Sohn, Jong-Duk Son, Joon-Seok Oh, Byeng D. Youn, Kyumin Na, and Yeongtak Oh, "Boiler Piping Monitoring System and Method ", Patent Registration, Republic of Korea, 10-2226050, 2021-03-04
  • Joon-seok Oh, Woo-sung Choi, Sungmin Kim, Heesoo Kim, Seogman Sohn, Jong Deok Son, Byeong D. Youn, Jin Uk Ko, and Hyeon Bae Kong, "Early Detection Apparatus and Method for Transient State for Steam Turbine ", Patent Application, Republic of Korea, 10-2019-0168407, 2019-12-17

  • 등록된 실적이 없습니다.

  Name	Woosung Choi (최우성)
  Graduation Year	August 2018
  Doctoral Dissertation	A Framework for Remaining Useful Life Prediction of Steam Turbines Applicable to Various Data Types
  Research Area	Prognostics and Health Management for a Steam Turbine
  Location	Korea Electric Power Research Institute
  E-mail	zest.woosung@gmail.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Jinwook Lee, Jin Uk Ko, Taehun Kim, Yong Chae Kim, Joon Ha Jung^*, and Byeng D. Youn^* , "Domain Adaptation with Label-Aligned Sampling (DALAS) for Cross-Domain Fault Diagnosis of Rotating Machinery under Class Imbalance ", Expert Systems with Applications, 2024-06
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn^*, "Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery ", Reliability Engineering & System Safety, 2022-02
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn^*, and Kyung Ho Sun, "Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis", Computers in Industry, 2021-12
  • Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Multi-Task Learning of Classification and Denoising (MLCD) for Noise-Robust Rotor System Diagnosis ", Computers in Industry, 2021-02
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Direct Connection Based Convolutional Neural Network (DC-CNN) for Fault Diagnosis of Rotor Systems ", IEEE Access, 2020-09
  • Byung Chul Jeon¹, Joon Ha Jung¹, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn^*, "Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis ", Journal of Mechanical Science and Technology, 2020-04
  • Hyunseok Oh, Hwanoh Choi, Joon Ha Jung, and Byeng D. Youn^*, "A Robust and Convex Metric for Unconstraint Optimization in Statistical Model Calibration – Probability Residual (PR) ", Structural and Multidisciplinary Optimization, 2019-09
  • Moussa Hamadache, Joon Ha Jung, Jungho Park, and Byeng D. Youn^*, "A Comprehensive Review of Artificial Intelligence-Based Approaches to Rolling Element Bearing PHM: Shallow & Deep Learning ", JMST Advances, 2019-06
  • Hyunseok Oh¹, Joon Ha Jung¹, Byung Chul Jeon, and Byeng D. Youn^*, "Scalable and Unsupervised Feature Engineering Using Vibration-Imaging and Deep Learning for Rotor System Diagnosis ", IEEE Transactions on Industrial Electronics, 2018-04
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn^*, Myungyon Kim, Donghwan Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Systems ", Mechanical Systems and Signal Processing, 2017-06
  • Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn^*, Yeon-Whan Kim, and Yong-Chae Bae, "Datum Unit Optimization for Robustness of a Journal Bearing Diagnosis System ", International Journal of Precision Engineering and Manufacturing, 2015-10
  • Domestic Journal
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 이상상태 진단을 위한 데이텀 효용성 평가 ", 대한기계학회논문집 A권, 2015-08
  • International Conference
  • Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim, Joon Ha Jung, and Byeng D. Youn, "Sequential Domain Adaptation for Fault Diagnosis in Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-14
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn, "Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, and Kyung Ho Sun, "Deep Learning Based Domain Adaptation Techniques for Fault Diagnosis of Different Mechanical Systems ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn, "Unsupervised Fault Diagnosis of Journal Bearing Rotor System with Heterogeneous Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Byeng D. Youn, "PHM Frontiers: Physics-based Approach to Deep Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Byeng D. Youn, "Deep-Learning-Based Health Diagnosis Techniques for Journal Bearing Rotor Systems ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-17
  • Joon Ha Jung, "Deep Learning Based Diagnosis of Journal Bearing Rotor Systems ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, and Byeng D. Youn, "Smart Diagnosis of Journal Bearing Rotor System: Unsupervisde Feature Extraction Scheme by Deep Learning ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, Donghwan Kim, Yeonwhan Kim, "Omnidirectional Regeneration of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Rotor Systems ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-23
  • Hwanoh Choi, Joon Ha Jung, Hyunseok Oh, and Byeng D. Youn, "Statistical Validation for Rotor Dynamics Model of a Journal Bearing Rotor System ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) based Robust Diagnosis of Directional Anomalies in Journal Bearing Systems ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Hwanoh Choi, Joon Ha Jung, Hyunseok Oh, and Byeng D. Youn, "A Novel Metric for Statistical Calibration of Computational Models — Probability Residual ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-24
  • Byeng. D. Youn, Joon Ha Jung, Byung Chul Jeon, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration of Gap Sensor Signals for the Diagnosis of Rotors ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration (ODR) of Gap Sensor Signal for Journal Bearing System Diagnosis ", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Byungchul Jeon, Joonha Jung, Byeng D. Youn, Yeonwhan Kim, and Yong-Chae Bae , "Statistical Approach to Diagnostic Rules for Various Malfunctions of Journal Bearing System Using Fisher Discriminant Analysis ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Byungchul Jeon, Joonha Jung, and Byeng D. Youn, "Statistical Approach to Fault Identification in Journal Bearing Rotor System ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Domestic Conference
  • 김태훈, 이진욱, 김용채, 백종화, 김주현, 윤병동, 정준하, "부족한 고장 신호 데이터 조건에서 품질 및 다양성이 개선된 딥러닝 기반 생성 모델 ", 대한기계학회 신뢰성부문 2024년 춘계학술대회, 2024-03-21
  • 김용채, 이진욱, 김태훈, 백종화, 고진욱, 정준하, 윤병동, "베어링 고장 진단을 위한 인벨롭 필터 기반의 부분 전이 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 백종화, 이진욱, 김태훈, 김용채, 정준하, 윤병동, "컴퓨터 비전 기반의 고장진단 수행으로 군 장비 운영유지비용 절감방안 ", 제 16회 육군 M&S 국제학술대회, 2023-10-31
  • 이진욱, 고진욱, 김태훈, 김용채, 백종화, 정준하, 윤병동, "데이터 불균형 조건에서 회전 기계의 교차 도메인 간 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김태훈, 고진욱, 이진욱, 김용채, 백종화, 정준하, 윤병동, "제한된 데이터 조건 하에서 고장 진단 성능 향상을 위한 적대적 생성 네트워크 개선 기법", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 고진욱, 정준하, 김명연, 공현배, 이진욱, 윤병동, "다중 테스크 학습을 통한 노이즈에 강건한 로터 시스템 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 김명연, 고진욱, 공현배, 이진욱, 윤병동, 정준하, 선경호, "합성곱 신경망 기반 전이학습을 통한 회전기계 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, "DenseNet 기반 저널베어링 회전체 시스템 고장 진단법 ", PHM KOREA 2019, 2019-04-11
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "Improvement of Fault Diagnosis Accuracy by Solving Auxiliary Task ", PHM KOREA 2019, 2019-04-11
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "Predictive Uncertainty Estimation of Convolutional Neural Network For Diagnosis of Journal Bearing Rotor System ", PHM KOREA 2019, 2019-04-11
  • 정준하, 김명연, 고진욱, 공현배, 윤병동, "합성곱 신경망의 필터 민감도 분석을 통한 진단 성능 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "학습 효율 및 강건성 향상을 위한 전이학습 기반 로터시스템 건전성 진단 기법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "고장진단과 노이즈 제거를 동시에 학습하는 노이즈에 강건한 고장진단 기술 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "강화학습으로 최적화된 합성곱 신경망을 이용한 로터시스템 진단 기술 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "전이학습(Transfer Learning)을 이용한 로터시스템 진단 기법 개발 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 공현배, 김명연, 고진욱, 정준하, 윤병동, "샘플 수준의 합성곱 신경망을 이용한 저널베어링 회전체 시스템 진단과 시각화 방법을 이용한 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 고진욱, 정준하, 김명연, 윤병동, 선경호, "Multi-task Learning을 활용한 저널베어링 로터시스템의 딥러닝 기반 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김명연, 정준하, 고진욱, 윤병동, "Convolutional Neural Network를 이용한 저널베어링 로터시스템 고장 진단 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 정준하, 김명연, 고진욱, 윤병동, "강화된 진동 이미지를 활용한 딥러닝기반 저널베어링 회전체 시스템 진단: 효율성과 정확성 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김명연, 정준하, 고진욱, 윤병동, "딥러닝 기술을 활용한 저널베어링 로터시스템 진단 기법 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 정준하, 김명연, 윤병동, 김동환, 김연환, "진동신호 기반 저널베어링 증기터빈 회전체 이상상태 진단방법 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 오현석, 전병철, 정준하, 윤병동, "딥러닝을 이용한 발전소 스팀터빈 저널 베어링 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 전병철, 오현석, 정준하, 윤병동, "저널 베어링 고장 진단을 위한 자율학습 특질 추출법 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27
  • 최환오, 정준하, 전병철, 윤병동, 권기범, 김연환, "해석모델 보정을 위한 새로운 보정 척도의 성능 평가 연구 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 전방향 진동 분석을 적용한 상태진단 및 이상 수준 예측 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "500MW급 화력 발전소 터빈의 회전체 모델링 및 해석 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 시스템의 강건한 상태 진단과 이상상태 수준 예측 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회 , 2015-02-25
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "저널베어링 진동신호의 좌표축 변환을 통한 강건한 진단 알고리즘 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "이상상태 검출을 위한 RK4 회전체 시스템에 대한 회전체동역학 해석 및 검증 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 이상상태 진단시스템의 데이텀 정의 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "RK4 다축 회전체 시스템의 이상상태 모델링 및 검증 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "진동측정 좌표축 회전을 이용한 저널베어링 상태 진단 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링 상태 진단을 위한 최적의 데이터 분석 기준 설정 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, "진동신호의 통계적 분석을 적용한 회전체 이상진단 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • Patent
  • Dong Hwan Kim, Yeonwhan Kim, Doo Young Lee, Byeng D. Youn, Joon Ha Jung, and Myungyon Kim, "Apparatus and Method for Evaluating Fault Risk Index of a Rotator ", Patent Registration, Republic of Korea, 10-2365772, 2022-02-16
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, "Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, United States of America, 10520354, 2019-12-31
  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, " Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, Republic of Korea, 10-1748559, 2017-06-13
  • Awards
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 정준하, 김명연, 고진욱, 윤병동, "대한기계학회 2017년도 학술대회 신뢰성부문 - 우수학생논문상", 2018-02-22
  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26

  • Jinwook Lee, Jin Uk Ko, Taehun Kim, Yong Chae Kim, Joon Ha Jung^*, and Byeng D. Youn^* , "Domain Adaptation with Label-Aligned Sampling (DALAS) for Cross-Domain Fault Diagnosis of Rotating Machinery under Class Imbalance ", Expert Systems with Applications, 2024-06
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn^*, "Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery ", Reliability Engineering & System Safety, 2022-02
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn^*, and Kyung Ho Sun, "Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis", Computers in Industry, 2021-12
  • Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Multi-Task Learning of Classification and Denoising (MLCD) for Noise-Robust Rotor System Diagnosis ", Computers in Industry, 2021-02
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Direct Connection Based Convolutional Neural Network (DC-CNN) for Fault Diagnosis of Rotor Systems ", IEEE Access, 2020-09
  • Byung Chul Jeon¹, Joon Ha Jung¹, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn^*, "Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis ", Journal of Mechanical Science and Technology, 2020-04
  • Hyunseok Oh, Hwanoh Choi, Joon Ha Jung, and Byeng D. Youn^*, "A Robust and Convex Metric for Unconstraint Optimization in Statistical Model Calibration – Probability Residual (PR) ", Structural and Multidisciplinary Optimization, 2019-09
  • Moussa Hamadache, Joon Ha Jung, Jungho Park, and Byeng D. Youn^*, "A Comprehensive Review of Artificial Intelligence-Based Approaches to Rolling Element Bearing PHM: Shallow & Deep Learning ", JMST Advances, 2019-06
  • Hyunseok Oh¹, Joon Ha Jung¹, Byung Chul Jeon, and Byeng D. Youn^*, "Scalable and Unsupervised Feature Engineering Using Vibration-Imaging and Deep Learning for Rotor System Diagnosis ", IEEE Transactions on Industrial Electronics, 2018-04
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn^*, Myungyon Kim, Donghwan Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Systems ", Mechanical Systems and Signal Processing, 2017-06
  • Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn^*, Yeon-Whan Kim, and Yong-Chae Bae, "Datum Unit Optimization for Robustness of a Journal Bearing Diagnosis System ", International Journal of Precision Engineering and Manufacturing, 2015-10

  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 이상상태 진단을 위한 데이텀 효용성 평가 ", 대한기계학회논문집 A권, 2015-08

  • Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim, Joon Ha Jung, and Byeng D. Youn, "Sequential Domain Adaptation for Fault Diagnosis in Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-14
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn, "Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, and Kyung Ho Sun, "Deep Learning Based Domain Adaptation Techniques for Fault Diagnosis of Different Mechanical Systems ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn, "Unsupervised Fault Diagnosis of Journal Bearing Rotor System with Heterogeneous Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Byeng D. Youn, "PHM Frontiers: Physics-based Approach to Deep Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Byeng D. Youn, "Deep-Learning-Based Health Diagnosis Techniques for Journal Bearing Rotor Systems ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-17
  • Joon Ha Jung, "Deep Learning Based Diagnosis of Journal Bearing Rotor Systems ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Hyunseok Oh, Byung Chul Jeon, Joon Ha Jung, and Byeng D. Youn, "Smart Diagnosis of Journal Bearing Rotor System: Unsupervisde Feature Extraction Scheme by Deep Learning ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, Donghwan Kim, Yeonwhan Kim, "Omnidirectional Regeneration of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Rotor Systems ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-23
  • Hwanoh Choi, Joon Ha Jung, Hyunseok Oh, and Byeng D. Youn, "Statistical Validation for Rotor Dynamics Model of a Journal Bearing Rotor System ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) based Robust Diagnosis of Directional Anomalies in Journal Bearing Systems ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Hwanoh Choi, Joon Ha Jung, Hyunseok Oh, and Byeng D. Youn, "A Novel Metric for Statistical Calibration of Computational Models — Probability Residual ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-24
  • Byeng. D. Youn, Joon Ha Jung, Byung Chul Jeon, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration of Gap Sensor Signals for the Diagnosis of Rotors ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Donghwan Kim, and Yeonwhan Kim, "Omni-Directional Regeneration (ODR) of Gap Sensor Signal for Journal Bearing System Diagnosis ", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Byungchul Jeon, Joonha Jung, Byeng D. Youn, Yeonwhan Kim, and Yong-Chae Bae , "Statistical Approach to Diagnostic Rules for Various Malfunctions of Journal Bearing System Using Fisher Discriminant Analysis ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Byungchul Jeon, Joonha Jung, and Byeng D. Youn, "Statistical Approach to Fault Identification in Journal Bearing Rotor System ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27

  • 김태훈, 이진욱, 김용채, 백종화, 김주현, 윤병동, 정준하, "부족한 고장 신호 데이터 조건에서 품질 및 다양성이 개선된 딥러닝 기반 생성 모델 ", 대한기계학회 신뢰성부문 2024년 춘계학술대회, 2024-03-21
  • 김용채, 이진욱, 김태훈, 백종화, 고진욱, 정준하, 윤병동, "베어링 고장 진단을 위한 인벨롭 필터 기반의 부분 전이 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 백종화, 이진욱, 김태훈, 김용채, 정준하, 윤병동, "컴퓨터 비전 기반의 고장진단 수행으로 군 장비 운영유지비용 절감방안 ", 제 16회 육군 M&S 국제학술대회, 2023-10-31
  • 이진욱, 고진욱, 김태훈, 김용채, 백종화, 정준하, 윤병동, "데이터 불균형 조건에서 회전 기계의 교차 도메인 간 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김태훈, 고진욱, 이진욱, 김용채, 백종화, 정준하, 윤병동, "제한된 데이터 조건 하에서 고장 진단 성능 향상을 위한 적대적 생성 네트워크 개선 기법", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 고진욱, 정준하, 김명연, 공현배, 이진욱, 윤병동, "다중 테스크 학습을 통한 노이즈에 강건한 로터 시스템 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 김명연, 고진욱, 공현배, 이진욱, 윤병동, 정준하, 선경호, "합성곱 신경망 기반 전이학습을 통한 회전기계 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, "DenseNet 기반 저널베어링 회전체 시스템 고장 진단법 ", PHM KOREA 2019, 2019-04-11
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "Improvement of Fault Diagnosis Accuracy by Solving Auxiliary Task ", PHM KOREA 2019, 2019-04-11
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "Predictive Uncertainty Estimation of Convolutional Neural Network For Diagnosis of Journal Bearing Rotor System ", PHM KOREA 2019, 2019-04-11
  • 정준하, 김명연, 고진욱, 공현배, 윤병동, "합성곱 신경망의 필터 민감도 분석을 통한 진단 성능 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "학습 효율 및 강건성 향상을 위한 전이학습 기반 로터시스템 건전성 진단 기법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "고장진단과 노이즈 제거를 동시에 학습하는 노이즈에 강건한 고장진단 기술 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "강화학습으로 최적화된 합성곱 신경망을 이용한 로터시스템 진단 기술 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "전이학습(Transfer Learning)을 이용한 로터시스템 진단 기법 개발 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 공현배, 김명연, 고진욱, 정준하, 윤병동, "샘플 수준의 합성곱 신경망을 이용한 저널베어링 회전체 시스템 진단과 시각화 방법을 이용한 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 고진욱, 정준하, 김명연, 윤병동, 선경호, "Multi-task Learning을 활용한 저널베어링 로터시스템의 딥러닝 기반 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김명연, 정준하, 고진욱, 윤병동, "Convolutional Neural Network를 이용한 저널베어링 로터시스템 고장 진단 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 정준하, 김명연, 고진욱, 윤병동, "강화된 진동 이미지를 활용한 딥러닝기반 저널베어링 회전체 시스템 진단: 효율성과 정확성 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김명연, 정준하, 고진욱, 윤병동, "딥러닝 기술을 활용한 저널베어링 로터시스템 진단 기법 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 정준하, 김명연, 윤병동, 김동환, 김연환, "진동신호 기반 저널베어링 증기터빈 회전체 이상상태 진단방법 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 오현석, 전병철, 정준하, 윤병동, "딥러닝을 이용한 발전소 스팀터빈 저널 베어링 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 전병철, 오현석, 정준하, 윤병동, "저널 베어링 고장 진단을 위한 자율학습 특질 추출법 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27
  • 최환오, 정준하, 전병철, 윤병동, 권기범, 김연환, "해석모델 보정을 위한 새로운 보정 척도의 성능 평가 연구 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링의 전방향 진동 분석을 적용한 상태진단 및 이상 수준 예측 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "500MW급 화력 발전소 터빈의 회전체 모델링 및 해석 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 시스템의 강건한 상태 진단과 이상상태 수준 예측 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회 , 2015-02-25
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "저널베어링 진동신호의 좌표축 변환을 통한 강건한 진단 알고리즘 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "이상상태 검출을 위한 RK4 회전체 시스템에 대한 회전체동역학 해석 및 검증 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 정준하, 전병철, 윤병동, 김연환, 배용채, "저널베어링 이상상태 진단시스템의 데이텀 정의 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 권기범, 한정삼, 전병철, 정준하, 윤병동, "RK4 다축 회전체 시스템의 이상상태 모델링 및 검증 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김동환, 손석만, "진동측정 좌표축 회전을 이용한 저널베어링 상태 진단 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, 김연환, 배용채, "저널베어링 상태 진단을 위한 최적의 데이터 분석 기준 설정 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 전병철, 정준하, 윤병동, "진동신호의 통계적 분석을 적용한 회전체 이상진단 ", 2013년도 추계 소음진동 학술대회, 2013-10-23

  • 등록된 실적이 없습니다.

  • Dong Hwan Kim, Yeonwhan Kim, Doo Young Lee, Byeng D. Youn, Joon Ha Jung, and Myungyon Kim, "Apparatus and Method for Evaluating Fault Risk Index of a Rotator ", Patent Registration, Republic of Korea, 10-2365772, 2022-02-16
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, "Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, United States of America, 10520354, 2019-12-31
  • Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, " Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, Republic of Korea, 10-1748559, 2017-06-13

  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 정준하, 김명연, 고진욱, 윤병동, "대한기계학회 2017년도 학술대회 신뢰성부문 - 우수학생논문상", 2018-02-22
  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26

  Name	Joon Ha Jung (정준하)
  Graduation Year	February 2019
  Doctoral Dissertation	Investigation on Preprocessing and Transformation of Vibration Signals for Deep Learning Based Diagnosis of Rotating Machinery
  Research Area	Prognostics and Health Management for a Journal Bearing System [Website]
  Location	Assistant Professor in the Department of Industrial Engineering at Ajou University
  E-mail	joonha@ajou.ac.kr
  View Publications

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  • International Journal
  • Hyunhee Choi, Hyejeong Son, Yong Hwan Choi, Byeng D. Youn^*, and Guesuk Lee^*, "Reliability-Based Design Optimization of a Pouch Battery Module Using Gaussian Process Modeling in the Presence of Cell Swelling ", Structural and Multidisciplinary Optimization, 2023-10
  • Wongon Kim, Guesuk Lee^*, Hyejeong Son, Hyunhee Choi, and Byeng D. Youn^*, "Estimation of Fatigue Crack Initiation and Growth in Engineering Product Development using a Digital Twin Approach", Reliability Engineering & System Safety, 2022-10
  • Hyejeong Son, Hyunhee Choi, Wongon Kim, Byeng D. Youn^*, and Guesuk Lee^*, "A Comparative Study of Statistical Validation Metrics with Consideration of Variance to Address Type II Errors in Statistical Model Validation ", Structural and Multidisciplinary Optimization, 2022-02
  • Hyejeong Son, Guesuk Lee, Kyeonghwan Kang, Young-jin Kang, Byeng D. Youn^*, Ikjin Lee^*, and Yoojeong Noh^*, " Industrial Issues and Solutions to Statistical Model Improvement: A Case Study of an Automobile Steering Column ", Structural and Multidisciplinary Optimization, 2020-04
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Guesuk Lee, Wongon Kim, Hyunseok Oh^*, Byeng D. Youn^*, and Nam H. Kim, "Review of Statistical Model Calibration and Validation-From the Perspective of Uncertainty Structures ", Structural and Multidisciplinary Optimization, 2019-10
  • Guesuk Lee, Hyejeong Son, and Byeng D. Youn^* , "Sequential Optimization and Uncertainty Propagation Method for Efficient Optimization-Based Model Calibration ", Structural and Multidisciplinary Optimization, 2019-10
  • Taejin Kim, Guesuk Lee, and Byeng D.Youn^*, "PHM Experimental Design for Effective State Separation using Jensen-Shannon Divergence ", Reliability Engineering & System Safety, 2019-10
  • Taejin Kim¹, Guesuk Lee¹, and Byeng D. Youn^*, "Uncertainty Characterization Under Measurement Errors Using Maximum Likelihood Estimation: Cantilever Beam End-to-End UQ Test Problem ", Structural and Multidisciplinary Optimization, 2019-02
  • Guesuk Lee, Guilian Yi, and Byeng D. Youn^*, "A Comprehensive Study on Optimization-Based Model Calibration Using Gradient Information ", Structural and Multidisciplinary Optimization, 2018-05
  • Byeng D. Youn^*, Byung C. Jung, Heonjun Yoon, Hyunseok Oh, Guesuk Lee, Minji Yoo, and Young Chul Huh, "Hierarchical model calibration for designing piezoelectric energy harvester in the presence of variability in material properties and geometry ", Structural and Multidisciplinary Optimization, 2016-01
  • Domestic Journal
  • 서보성, 이규석, 조수호, 오현석, 윤병동, "도시철도차량 제동장치의 솔레노이드 밸브에 대한 전류기반 고장진단기법 개발 ", 대한기계학회논문집 A권, 2016-09
  • International Conference
  • Hyejeong Son, Hyunhee Choi, Guesuk Lee, and Byeng D. Youn, "Comparison of Statistical Validation Metrics for Accurate Validation with Hypothesis Testing", 14th World Congress of Structural and Multidisciplinary Optimization, 2021-06-14
  • Hyunhee Choi, Hyejeong Son, Yonghwan Choi, Guesuk Lee, and Byeng D. Youn, "Reliability-Based Design Optimization Using Gaussian Process of Pouch Battery Pack in Stack Pressure Perspective ", 14th World Congress of Structural and Multidisciplinary , 2021-06-14
  • Wongon Kim, Hyejeong Son, Guesuk Lee, and Byeng D. Youn, "A Recursive Model Updating to Estimate Fatigue Crack Initiation and Growth ", ASME Verification & Validation Symposium 2020, 2020-05-20
  • Hyejeong Son, Wongon Kim, Guesuk Lee, and Byeng D. Youn , "Optimization-Based Model Calibration Considering Model form Uncertainty to Improve Computational Predictions of Vibrational Behaviors ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-23
  • Wongon Kim, Guesuk Lee, Hyejeong Son, and Byeng D. Youn, "Statistical Model Calibration and Refinement of an Automotive Subframe Model for Estimating Crack Locations ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-20
  • Guesuk Lee and Byeng D. Youn, "Sequential Optimization and Uncertainty Propagation for Efficient Optimization-Based Model Calibration ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-23
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Hyejeong Son, Guesuk Lee, Wongon Kim and Byeng D. Youn, "Statistical model calibration using bias ratio to consider model form uncertainty: A case study of an automobile steering system model ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn, "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem ", American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018, 2018-01-08
  • Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim, "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Wongon Kim, Guesuk Lee, Hyejeong Son, Guilian Yi, Byeng D. Youn, "A New Calibration Metric to Improve the Solution Feasibility of Calibration Problems: Marginal Probability and Correlation Residuals (PCR) ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Guesuk Lee, Guilian Yi, Byeng D. Youn, "A Comprehensive Study of Calibration Metric for Optimization-Based Model Calibration ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-07
  • Guesuk Lee, Hyunseok Oh, Wongon Kim, and Byeng D. Youn, "Classification of Statistical Model Validation Problems Considering the Nature of Uncertainty ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-24
  • Boseong Seo, Guesuk Lee, Hyunseok Oh, Byeng D. Youn , "Development of Fault Diagnostic Technique for Solenoid Valve Used in Urban Railway Braking System ", 3rd International Conference on Materials and Reliability, 2015-11-24
  • Domestic Conference
  • 이승윤, 최현희, 김봉모, 이규석, 윤병동, "면압을 고려한 지식 증류 기반 파우치 셀 수명 예측 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 송원빈, 이규석, 윤병동, "IGBT 모듈 접합계면 하단 솔더 파괴거동에 따른 접합온도 연구 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 이규석, 최현희, 최용환, 윤병동, "전기자동차용 파우치형 배터리 모듈에 대한 신뢰성 기반 최적 설계 ", 2022 한국신뢰성학회 춘계학술대회, 2022-07-08
  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "면압 특성을 고려한 파우치 배터리 모듈 신뢰성 기반 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 김원곤, 이규석, 손혜정, 윤병동, "피로 균열 생성 및 성장 추정을 위한 재귀적 모델 갱신 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김원곤, 이규석, 손혜정, 윤병동, "시스템 건전성 상태 천이 추정을 위한 재귀적 모델 갱신 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 손혜정, 이규석, 김원곤, 윤병동, "모델 불확실성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 이규석, 윤병동, "Sequential Optimization and Uncertainty Propagation for Optimization-Based Model Calibration ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 윤병동, "통계적 모델 보정을 위한 불확실성 정량화 기법 비교 연구 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 김수호, 이규석, 김윤한, 윤병동, "유성기어박스의 건전성 진단을 위한 하중 조건 정규화 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 이규석, 김태진, 윤병동, "측정 오류를 고려한 보 굽힘의 불확실성 모델링 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 이규석, 손혜정, 김원곤, 윤병동, "헤시안 행렬의 양정치 부등식 구속조건 적용을 통한 최적화 기반 모델 보정의 강건 향상 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-03
  • 이규석, 윤병동, "볼록 최적화 기반 모델 보정을 위한 통계 모멘트 보정 척도 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이규석, 김원곤, 윤병동, "불인지 불확실성을 위한 바이어스 이용 통계적 모델 보정 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이계연, 이규석, 김원곤, 윤병동, "불인지 불확실성을 고려한 자동차 스티어링 컬럼 모델의 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 이규석, 이계연, 윤병동, "최적화 기반 모델 보정을 위한 우도 함수의 최적화 조건 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 김원곤, 이규석, 손혜정, 이계연, 윤병동, "확률론적 모델 보정 문제의 해 물리적 적합성 향상을 위한 새로운 보정척도 연구: 주변확률 밀도함수와 상관계수 잔차 ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "자동차 CAE 모델에 대한 계층 및 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "플러그인 차량 모델에 대한 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 손혜정, 이규석, 김원곤, 오현석, 윤병동, "자동차 스티어링 컬럼의 진동 성능에 대한 통계적 모델 업데이트 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "최적화 기법을 이용한 통계적 보정을 위한 보정척도 비교 분석 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김원곤, 이규석, 손혜정, 오현석, 윤병동, "입/출력 변수의 불확실성 상관성을 고려한 차량 구조 유한요소 모델의 확률론적 보정 및 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 최환오, 손혜정, 김원곤, 이규석, 오현석, 윤병동, "해석모델의 효율적 검증을 위한 보정 척도 비교 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-08
  • 윤병동, 유민지, 이규석, 손혜정, 오현석, "불인지 불확실성을 고려한 CAE 해석 모델의 예측 정확도 개선 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 서보성, 이규석, 오현석, 윤병동, "철도차량 제동장치의 주요 부품 고장진단을 위한 테스트베드 구축 ", 한국철도학회 2015년 춘계학술대회, 2015-05-21
  • 윤병동, 이규석, 유민지, 손혜정, 오현석, "디지털 해석모델을 위한 통계적 검증 방법과 검증 척도의 개발 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • Awards
  • 이규석, 최현희, 최용환, 윤병동, "한국신뢰성학회 2022 춘계 학술대회 - 우수발표 논문상", 2022-07-08
  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회 - 우수논문상", 2022-05-19
  • 이규석, 김수호, 송주환, 김태진, "PHMAP 2017 Data Challenge Competition - Winner (2nd Place)", 2017-07-13
  • 서보성, 이규석, 오현석, 윤병동, "International Conference on Material Reliability 2015 - Best Student Paper Award", 2015-11-25

  • Hyunhee Choi, Hyejeong Son, Yong Hwan Choi, Byeng D. Youn^*, and Guesuk Lee^*, "Reliability-Based Design Optimization of a Pouch Battery Module Using Gaussian Process Modeling in the Presence of Cell Swelling ", Structural and Multidisciplinary Optimization, 2023-10
  • Wongon Kim, Guesuk Lee^*, Hyejeong Son, Hyunhee Choi, and Byeng D. Youn^*, "Estimation of Fatigue Crack Initiation and Growth in Engineering Product Development using a Digital Twin Approach", Reliability Engineering & System Safety, 2022-10
  • Hyejeong Son, Hyunhee Choi, Wongon Kim, Byeng D. Youn^*, and Guesuk Lee^*, "A Comparative Study of Statistical Validation Metrics with Consideration of Variance to Address Type II Errors in Statistical Model Validation ", Structural and Multidisciplinary Optimization, 2022-02
  • Hyejeong Son, Guesuk Lee, Kyeonghwan Kang, Young-jin Kang, Byeng D. Youn^*, Ikjin Lee^*, and Yoojeong Noh^*, " Industrial Issues and Solutions to Statistical Model Improvement: A Case Study of an Automobile Steering Column ", Structural and Multidisciplinary Optimization, 2020-04
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Guesuk Lee, Wongon Kim, Hyunseok Oh^*, Byeng D. Youn^*, and Nam H. Kim, "Review of Statistical Model Calibration and Validation-From the Perspective of Uncertainty Structures ", Structural and Multidisciplinary Optimization, 2019-10
  • Guesuk Lee, Hyejeong Son, and Byeng D. Youn^* , "Sequential Optimization and Uncertainty Propagation Method for Efficient Optimization-Based Model Calibration ", Structural and Multidisciplinary Optimization, 2019-10
  • Taejin Kim, Guesuk Lee, and Byeng D.Youn^*, "PHM Experimental Design for Effective State Separation using Jensen-Shannon Divergence ", Reliability Engineering & System Safety, 2019-10
  • Taejin Kim¹, Guesuk Lee¹, and Byeng D. Youn^*, "Uncertainty Characterization Under Measurement Errors Using Maximum Likelihood Estimation: Cantilever Beam End-to-End UQ Test Problem ", Structural and Multidisciplinary Optimization, 2019-02
  • Guesuk Lee, Guilian Yi, and Byeng D. Youn^*, "A Comprehensive Study on Optimization-Based Model Calibration Using Gradient Information ", Structural and Multidisciplinary Optimization, 2018-05
  • Byeng D. Youn^*, Byung C. Jung, Heonjun Yoon, Hyunseok Oh, Guesuk Lee, Minji Yoo, and Young Chul Huh, "Hierarchical model calibration for designing piezoelectric energy harvester in the presence of variability in material properties and geometry ", Structural and Multidisciplinary Optimization, 2016-01

  • 서보성, 이규석, 조수호, 오현석, 윤병동, "도시철도차량 제동장치의 솔레노이드 밸브에 대한 전류기반 고장진단기법 개발 ", 대한기계학회논문집 A권, 2016-09

  • Hyejeong Son, Hyunhee Choi, Guesuk Lee, and Byeng D. Youn, "Comparison of Statistical Validation Metrics for Accurate Validation with Hypothesis Testing", 14th World Congress of Structural and Multidisciplinary Optimization, 2021-06-14
  • Hyunhee Choi, Hyejeong Son, Yonghwan Choi, Guesuk Lee, and Byeng D. Youn, "Reliability-Based Design Optimization Using Gaussian Process of Pouch Battery Pack in Stack Pressure Perspective ", 14th World Congress of Structural and Multidisciplinary , 2021-06-14
  • Wongon Kim, Hyejeong Son, Guesuk Lee, and Byeng D. Youn, "A Recursive Model Updating to Estimate Fatigue Crack Initiation and Growth ", ASME Verification & Validation Symposium 2020, 2020-05-20
  • Hyejeong Son, Wongon Kim, Guesuk Lee, and Byeng D. Youn , "Optimization-Based Model Calibration Considering Model form Uncertainty to Improve Computational Predictions of Vibrational Behaviors ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-23
  • Wongon Kim, Guesuk Lee, Hyejeong Son, and Byeng D. Youn, "Statistical Model Calibration and Refinement of an Automotive Subframe Model for Estimating Crack Locations ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-20
  • Guesuk Lee and Byeng D. Youn, "Sequential Optimization and Uncertainty Propagation for Efficient Optimization-Based Model Calibration ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-23
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Hyejeong Son, Guesuk Lee, Wongon Kim and Byeng D. Youn, "Statistical model calibration using bias ratio to consider model form uncertainty: A case study of an automobile steering system model ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn, "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem ", American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018, 2018-01-08
  • Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim, "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Wongon Kim, Guesuk Lee, Hyejeong Son, Guilian Yi, Byeng D. Youn, "A New Calibration Metric to Improve the Solution Feasibility of Calibration Problems: Marginal Probability and Correlation Residuals (PCR) ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Guesuk Lee, Guilian Yi, Byeng D. Youn, "A Comprehensive Study of Calibration Metric for Optimization-Based Model Calibration ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-07
  • Guesuk Lee, Hyunseok Oh, Wongon Kim, and Byeng D. Youn, "Classification of Statistical Model Validation Problems Considering the Nature of Uncertainty ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-24
  • Boseong Seo, Guesuk Lee, Hyunseok Oh, Byeng D. Youn , "Development of Fault Diagnostic Technique for Solenoid Valve Used in Urban Railway Braking System ", 3rd International Conference on Materials and Reliability, 2015-11-24

  • 이승윤, 최현희, 김봉모, 이규석, 윤병동, "면압을 고려한 지식 증류 기반 파우치 셀 수명 예측 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 송원빈, 이규석, 윤병동, "IGBT 모듈 접합계면 하단 솔더 파괴거동에 따른 접합온도 연구 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 이규석, 최현희, 최용환, 윤병동, "전기자동차용 파우치형 배터리 모듈에 대한 신뢰성 기반 최적 설계 ", 2022 한국신뢰성학회 춘계학술대회, 2022-07-08
  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "면압 특성을 고려한 파우치 배터리 모듈 신뢰성 기반 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 김원곤, 이규석, 손혜정, 윤병동, "피로 균열 생성 및 성장 추정을 위한 재귀적 모델 갱신 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김원곤, 이규석, 손혜정, 윤병동, "시스템 건전성 상태 천이 추정을 위한 재귀적 모델 갱신 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 손혜정, 이규석, 김원곤, 윤병동, "모델 불확실성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 이규석, 윤병동, "Sequential Optimization and Uncertainty Propagation for Optimization-Based Model Calibration ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 윤병동, "통계적 모델 보정을 위한 불확실성 정량화 기법 비교 연구 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 김수호, 이규석, 김윤한, 윤병동, "유성기어박스의 건전성 진단을 위한 하중 조건 정규화 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 이규석, 김태진, 윤병동, "측정 오류를 고려한 보 굽힘의 불확실성 모델링 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 이규석, 손혜정, 김원곤, 윤병동, "헤시안 행렬의 양정치 부등식 구속조건 적용을 통한 최적화 기반 모델 보정의 강건 향상 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-03
  • 이규석, 윤병동, "볼록 최적화 기반 모델 보정을 위한 통계 모멘트 보정 척도 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이규석, 김원곤, 윤병동, "불인지 불확실성을 위한 바이어스 이용 통계적 모델 보정 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이계연, 이규석, 김원곤, 윤병동, "불인지 불확실성을 고려한 자동차 스티어링 컬럼 모델의 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 이규석, 이계연, 윤병동, "최적화 기반 모델 보정을 위한 우도 함수의 최적화 조건 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 김원곤, 이규석, 손혜정, 이계연, 윤병동, "확률론적 모델 보정 문제의 해 물리적 적합성 향상을 위한 새로운 보정척도 연구: 주변확률 밀도함수와 상관계수 잔차 ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "자동차 CAE 모델에 대한 계층 및 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "플러그인 차량 모델에 대한 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 손혜정, 이규석, 김원곤, 오현석, 윤병동, "자동차 스티어링 컬럼의 진동 성능에 대한 통계적 모델 업데이트 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "최적화 기법을 이용한 통계적 보정을 위한 보정척도 비교 분석 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김원곤, 이규석, 손혜정, 오현석, 윤병동, "입/출력 변수의 불확실성 상관성을 고려한 차량 구조 유한요소 모델의 확률론적 보정 및 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 최환오, 손혜정, 김원곤, 이규석, 오현석, 윤병동, "해석모델의 효율적 검증을 위한 보정 척도 비교 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-08
  • 윤병동, 유민지, 이규석, 손혜정, 오현석, "불인지 불확실성을 고려한 CAE 해석 모델의 예측 정확도 개선 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 서보성, 이규석, 오현석, 윤병동, "철도차량 제동장치의 주요 부품 고장진단을 위한 테스트베드 구축 ", 한국철도학회 2015년 춘계학술대회, 2015-05-21
  • 윤병동, 이규석, 유민지, 손혜정, 오현석, "디지털 해석모델을 위한 통계적 검증 방법과 검증 척도의 개발 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15

  • 등록된 실적이 없습니다.

  • 등록된 실적이 없습니다.

  • 이규석, 최현희, 최용환, 윤병동, "한국신뢰성학회 2022 춘계 학술대회 - 우수발표 논문상", 2022-07-08
  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회 - 우수논문상", 2022-05-19
  • 이규석, 김수호, 송주환, 김태진, "PHMAP 2017 Data Challenge Competition - Winner (2nd Place)", 2017-07-13
  • 서보성, 이규석, 오현석, 윤병동, "International Conference on Material Reliability 2015 - Best Student Paper Award", 2015-11-25

  Name	Guesuk Lee (이규석)
  Graduation Year	February 2019
  Doctoral Dissertation	Sequential Optimization and Uncertainty Propagation for Optimization-Based Model Calibration
  Research Area	Statistical Model Calibration and Validation for a Plug-in Modular System
  Location	Korea Electronics Technology Institute
  E-mail	gslee@keti.re.kr
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Jungho Park, Yunhan Kim, Kyumin Na, Byeng D. Youn^*, Yuejian Chen, Ming J. Zuo^*, and Yong-Chae Bae, "An Image-based Feature Extraction Method for Fault Diagnosis of Variable-speed Rotating Machinery ", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan, Byeng D. Youn^*, and Chang-soon Kang, "Phase-Based Time Domain Averaging (PTDA) for Fault Detection of a Gearbox in an Industrial Robot Using Vibration Signals ", Mechanical Systems and Signal Processing, 2020-04
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "Variance of Energy Residual (VER): An Efficient Method for Planetary Gear Fault Detection Under Variable-Speed Conditions ", Journal of Sound and Vibration, 2019-08
  • Moussa Hamadache, Joon Ha Jung, Jungho Park, and Byeng D. Youn^*, "A Comprehensive Review of Artificial Intelligence-Based Approaches to Rolling Element Bearing PHM: Shallow & Deep Learning ", JMST Advances, 2019-06
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, and Byeng D. Youn^*, "Failure Prediction of a Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance", Smart Structures and Systems, 2018-08
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07
  • Jong M. Ha, Hyunseok Oh^*, Jungho Park, and Byeng D. Youn^*, "Classification of Operating Conditions of Wind Turbines for a Class-wise Condition Monitoring Strategy ", Renewable Energy, 2017-04
  • Jungho Park, Jong M. Ha, Hyunseok Oh^*, Byeng D. Youn^*, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear: A Novel Approach Using Transmission Error ", IEEE Transactions on Reliability, 2016-12
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04
  • Jong M. Ha, Byeng D. Youn^*, Hyunseok Oh, Bongtae Han, Yoongho Jung, and Jungho Park, "Autocorrelation-Based Time Synchronous Averaging for Condition Monitoring of Planetary Gearboxes in Wind Turbines ", Mechanical Systems and Signal Processing, 2016-03
  • Byung C. Jung, Jungho Park, Hyunseok Oh, Jisun Kim, and Byeng D. Youn^*, "A Framework of Model Validation and Virtual Product Qualification with Limited Experimental Data Based on Statistical Inference ", Structural and Multidisciplinary Optimization, 2015-03
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh^*, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", International Journal of Prognostics and Health Management, 2014-11
  • Domestic Journal
  • 하종문, 박정호, 오현석, 윤병동, "풍력발전기 유성기어박스의 진동 변조 특성을 고려한 진동기반 고장 진단 기법 고찰 ", 대한기계학회논문집 A권, 2015-07
  • International Conference
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Fault Detection of a Planetary Gear under Variable-speed Conditions Based on Time-frequency Image ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Hao Yuan, Jungho Park, Yunhan Kim, and Byeng D. Youn, "Elimination of Multi-axis Interference in Fault Detection of Industrial Robot based on Blind Source Separation ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan and Byeng D. Youn, "Vibration-Based Fault Detection of a Gearbox in an Industrial Robot Using Improved Time Domain Averaging ", International Symposium on Precision Engineering and Sustainable Manufacturing, 2019-07-11
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Kyumin Na, Jungho Park, Yunhan Kim and Byeng D. Youn, "Optimal Frequency Band Energy for Fault Diagnosis of Industrial Robot Using Current Signal ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Chan Hee Park, Giljun Ahn, Sooho Kim, Jungho Park and Byeng D. Youn, "Autonomous Fault Diagnosis for Overhead Hoist Transport Vehicles Using Command Torque Signal ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Yunhan Kim, Jungho Park, Kyumin Na, Byeng D. Youn, Chang-Soon Kang and Jae-Sang You, "Robust Fault Detection Method for Industrial Robots under Various Operating Conditions ", ASME 2018 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2018-08-29
  • Chan Hee Park, Jungho Park, Joowhan Song, Juho Yang, Il Kyu Lee and Byeng D. Youn, "Fault Detection of an Overhead Hoist Transport Vehicle Using Feedback Control Signals ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Jong M. Ha, Jungho Park, Byeng D. Youn, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Byeng D. Youn, "A Time-varying Energy Residual (TVER) Method for Fault Detection of a Planetary Gear under Variable Speed Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keon Kim, Jong M. Ha, Jungho Park, Byeng D. Youn, "Evaluation of a Knock Sensor for Gearbox Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, Byeng D. Youn, "Failure Prediction of Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Joo-Ho Choi, "Evaluation of Faulty Mesh Stiffness of a Spur Gear Pair Using Transmission Error ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Statistical Approach to Fault Detection of Planetary Gears Using Transmission Error ", The 8th Asian Conference on Multibody Dynamics, 2016-08-10
  • Jong M. Ha, Hyunseok Oh, Jungho Park, Byeng D. Youn, "Separation of Stationary Operating Condition of Wind Turbines for a Reliable Fault Diagnostics of a Gearbox ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Estimation of Gear Mesh Stiffness in Faulty States by Transmission Error ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Approach for Estimating Mesh Stiffness in Faulty States of Rotating Gear", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Jong M. Ha, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Vibration-based Fault Diagnostics of Planetary Gearbox Using Time Synchronous Averaging with Multiple Window Functions", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Hyunseok Oh, Jisun Kim, Jungho Park, Byeng D. Youn, and Byung C. Jung, "Model Refinement for Fracture Failure Prediction of Smartphone LCD with Unrecognized Blind Uncertainty ", 11th World Congress of Structural and Multidisciplinary Optimization, 2015-06-07
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Jungho Park, Jong M. Ha, Byeng D. Youn, Sang Hyuck Leem, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear Using Transmission Error ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Jong M. Ha, Jungho Park, Byeng D. Youn, and Yoong Ho Jung, "Fault Diagnostics of Planet Gears in Wind Turbine Using Autocorrelation-based Time Synchronous Averaging (ATSA) ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Jungho Park, Jong M. Ha, Sang Hyuck Leem, Byeng D. Youn, Joo Ho Choi, and Namho Kim, "Model-Based Approach for Fault Diagnosis of a Planetary Gear Using Transmission Error ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Jungho Park and Byeng D. Youn, "A Generic Validation Metric for Statistical Model Validation of Temporal/Spatial Performance Functions ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-26
  • Jisun Kim, Byeng D. Youn, and Jungho Park, "A Model Refinement Framework for Statistical Model Validation ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19
  • Domestic Conference
  • 윤명백, 박찬희, 박정호, 윤병동, "시간-주파수 측정 방안에 따른 변속조건에서의 모터 및 기어박스 고장 특성에 관한 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 황태완, 김유성, 장범찬, 박정호, 윤병동, "PHM 기반 발전 디지털 트윈(Digital twin) 성공 사례:화력 발전과 풍력 발전을 중심으로 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 윤명백, 박찬희, 박정호, 윤병동, "시간 주파수 메트릭 기반 변속조건에서의 회전체 고장 특성에 관한 연구 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 박종민, 김근수, 박정호, 김수지, 정화용, 최종현, 윤병동, "셉스트럼 기반 변속조건 구름 베어링 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김윤한, 박정호, 나규민, 윤병동, "포락선 평균법을 활용한 향상된 복조 분석 기반 유성기어박스 고장 진단 방법 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 나규민, 박정호, 김윤한, 윤병동, "굴삭기 기어박스 고장 진단을 위한 고장 정보 강화 전처리 이미지 기반 트랜스퍼 러닝 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 최종현, 박종민, 박정호, 김수지, 정화용, 윤병동, "주파수 최적화 기반 노이즈에 강건한 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김윤한, 박정호, 나규민, 유안 하오, 윤병동, "산업용 로봇 기어박스 고장 감지를 위한 위상정보 활용 시간영역 평균법 ", PHM KOREA 2019, 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "산업용 로봇의 고장 진단을 위한 자율적 최적 주파수 에너지 선택 기법 ", PHM KOREA 2019, 2019-04-12
  • 박정호, 김윤한, 나규민, 윤병동, 주오 밍, "이미지 데이터를 이용한 가변 속도 유성기어의 고장 감지 기법 개발", PHM KOREA 2019, 2019-04-11
  • 유안 하오, 박정호, 김윤한, 윤병동, "Vibration Signal Separation for Fault Detection of Industrial Robot Gearboxes under Multi-axis Interference ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 안길준, 김수호, 박정호, 윤병동, "Fault Diagnosis Framework for an Overhead Hoist Transport (OHT) Vehicle Using Control Signal ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 박정호, 이준민, 황태완, 권대일, "Study on Standardization of PHM Terminology and Methodologies ", PHM KOREA 2019, 2019-04-11
  • 윤명백, 박정호, 윤병동, "가변 조건 유성기어 고장 진단 알고리즘의 신호처리 방법에 따른 성능 비교 연구: 시간 주파수 해석을 중심으로 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 김현재, 박정호, 윤병동, "진동 신호 기반 합성곱 신경망을 이용한 다양한 하중 조건의 유성기어박스 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 비카스 샤마, 김윤한, 박정호, 윤병동, "Joint decomposition analysis for fault diagnosis of planet gears under non-stationary speed conditions ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 유안 하오, 박정호, 김윤한, 윤병동, "Elimination of Multi-axis Interference in Industrial Robot Fault Detection ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김윤한, 박정호, 나규민, 윤병동, "위상 정보 활용 시간 영역 평균법을 이용한 산업용 로봇 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 박정호, 김윤한, 나규민, 윤병동, "시간-주파수 이미지 데이터를 활용한 가변 속도 유성기어의 고장 감지법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김윤한, 박정호, 나규민, 윤병동, 강창순, 유재상, "산업용 로봇의 운행 환경에 따른 진동 신호 기반 건전성 인자 특성 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 박찬희, 송주환, 박정호, 하종문, "반도체 운송장비(Overhead Hoist Transport, OHT) 실시간 건전성 관리 기술 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 김윤한, 박정호, 윤병동, "물성치의 불확실성을 고려한 스퍼기어 모델 크랙 성장에 따른 건전성 인자 비교 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 박정호, 하종문, 김윤한, 윤병동, "가변 속도 유성기어의 고장진단법 개발 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "유성 기어박스의 진동기반 고장진단을 위한 시간동기 평균화 기법의 동향 및 전망 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "진동 신호의 위상 오차를 고려한 시간 동기 평균화 기법 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 박정호, 하종문, 김윤한, 윤병동, "비정상 운행조건하 유성기어의 진동기반 고장진단법 개발 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 박정호, 하종문, 오현석, 윤병동, 최주호, 김남호, "전달오차를 이용한 풍력발전기 유성기어의 모델기반 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 기어박스의 진동기반 고장진단 프레임워크 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 윤병동, "힐버트 변환을 이용한 회전체 오더분석 기법의 고찰 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-28
  • 박정호, 하종문, 오현석, 윤병동, "전달오차를 이용한 유성기어의 통계적 고장 진단법 개발 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 하종문, 박정호, 윤병동, "풍력 발전기 운행 데이터의 확률분포함수에 기반한 기어박스의 운행 상태별 진동기반 고장진단 전략 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달 오차를 통한 기어의 표면손상 및 뿌리 균열 고장 분류 알고리즘 개발 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 박정호, 하종문, 윤병동, 박성호, 최주호, "운행중인 기어의 치강성 추정에 관한 연구 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 정상 운행조건의 정량적 정의를 통한 선택적 진동기반 상태감시 전략수립 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 오현석, 김지선, 박정호, 윤병동, 정병창, "스마트 폰 LDC 파손 모사를 위해 개발된 해석 모델의 개선 ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "풍력발전기 운행 데이터의 최적 분류를 분류를 통한 유성 기어박스의 진동기반 고장진단 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "회전 변위를 이용한 스퍼기어 고장진단법 개발 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 하종문, 박정호, 김근수, 오현석, 윤병동, "회전익 항공기 기어박스의 고장진단 및 상태감시 시스템 (HUMS)의 활용 방안 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 박성호, 박정호, 윤병동, 최주호, "전달오차에 기반한 스퍼기어의 결함추정연구 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 윤병동, 윤헌준, 박정호, 이규석, 오현석, "모듈형 시스템 설계를 위한 플러그인 디지털 해석모델의 통계적 보정 및 검증 기술 최신 동향과 전망 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 하종문, 박정호, 윤병동, "풍력 발전기 유성기어박스의 진동 변조 효과를 고려한 시간 동기 평균화 기반 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "전달오차를 통한 스퍼기어의 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 하종문, 박정호, 윤병동, 김근수, 오현석, "풍력 발전기의 유성기어박스의 상태 감시를 위한 운행 환경 기반 진동수준 예측모델 개발 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 최주호, 박성호, "전달오차를 이용한 물리기반(Physics-Based) 기어고장진단 이론연구 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달오차를 이용한 기어고장진단: 해석 vs 실험적 방법론 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달 오차를 통한 유성 기어 집중 상수 모델의 고장 진단법 개발 ", 한국풍력에너지학회 2014년도 춘계학술대회, 2014-06-10
  • 하종문, 박정호, 윤병동, "자기상관함수를 이용한 풍력발전기 유성기어박스의 진동신호 분석 및 플래닛 기어의 진동 신호 추출 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달오차(Transmission error)를 이용한 유성 기어 결함의 모델 기반 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 박정호, 윤병동, 정융호, "진동 신호를 이용한 유성 기어 결함 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 윤병동, 박정호, 서보성, 정융호, 윤재득, "풍력발전기 유성기어박스의 진동신호 특성 분석 및 효율적인 고장 진단기법 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 서보성, 윤병동, 하종문, 박정호, 황태완, "고장 진단 및 예지를 위한 고장 프리트리거링 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • Patent
  • Byeng D. Youn, Yunhan Kim, Kyumin Na, and Jungho Park, "Apparatus and Method for Detecting Fault of Gearbox Using Phase Information ", Patent Registration, Republic of Korea, 10-2382628, 2022-03-30
  • Byeng D. Youn, Jungho Park, Hyunjae Kim, Taewan Hwang, Myungkyu Han, Jaekyung Shin, and Yongchun Song, "Condition Monitoring Data Generating Apparatus and Method Using Generative Adversarial Network ", Patent Registration, Republic of Korea, 10-2365150, 2022-02-15
  • Byeng D. Youn, Kwangil Kim, Keon Kim, Dongpil Lim, Jong M. Ha, and Jungho Park , "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2354568, 2022-01-19
  • Jin Gyun Park, Byeng D. Youn, Jungho Park, and Jong M. Ha, "Fault Diagnosis System of Industrial Robot ", Patent Registration, Republic of Korea, 10-2266220, 2021-06-11
  • Byeng D. Youn, Dongkyu Lee, Jonghyun Choi, Jungho Park, and Taewan Hwang, "Method for Diagnosis Bearing Fault Based on Band Optimization and Apparatus for Performing the Same ", Patent Registration, Republic of Korea, 10-2231315, 2021-03-18
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault Using Time-Frequency Image ", Patent Registration, Republic of Korea, 10-2161577, 2020-09-24
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Fault Detection Apparatus and Method for Gears under Variable-Speed Condition Using Short-Time Fourier Transform", Patent Registration, Republic of Korea, 10-2077298, 2020-02-07
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23
  • Byeng D. Youn, Jungho Park, and Jong M. Ha, "Method for Diagnosing and Classifying Gear Fault ", Patent Registration, Republic of Korea, 10-1697954, 2017-01-19
  • Awards
  • 김윤한, 박정호, 나규민, 윤병동, "대한기계학회 2019년도 학술대회 신뢰성부문 - 우수학생논문상", 2020-07-16
  • 윤명백, 박찬희, 박정호, 윤병동, "대한기계학회 2020년도 춘계학술대회 신뢰성부문 - 우수논문상", 2020-07-16
  • 나규민, 박정호, 김윤한, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 윤명백, 박정호, 윤병동, "대한기계학회 2018년도 학술대회 신뢰성부문 - 우수학생논문상", 2019-02-27
  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 박찬희, 송주환, 하종문, 박정호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2017-11-02
  • 하종문, 박정호, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2017 - Best Paper Award", 2017-08-31
  • 박정호, 전병주, 박종민, 최금실, 김명연, 윤병동, "PHMAP 2017 Data Challenge Competition - Winner (1st Place)", 2017-07-13
  • 박정호, 하종문, 김윤한, 윤병동, "대한기계학회 2016년도 학술대회 신뢰성부문 - 우수학생논문상", 2017-02-23
  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27
  • 하종문, 박정호, 윤병동, "대한기계학회 창립 70주년 기념 학술대회 신뢰성부문 - 우수논문상", 2016-04-28
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 하종문, 박정호, 윤병동, "대한기계학회 2014년도 추계학술대회 신뢰성부문 - 우수학생논문상", 2015-02-26
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "한국풍력에너지학회 2014년도 추계학술대회 - 우수논문발표상", 2014-12-03
  • 김현재, 황태완, 박정호, 오현석, 윤병동, "2014 PHM Society Data Challenge Competition - Winner", 2014-10-13
  • 하종문, 박정호, 황태완, 윤병동, "2013 두산중공업 청년 Energy Tech Forum - 우수논문상", 2013-07-12

  • Jungho Park, Yunhan Kim, Kyumin Na, Byeng D. Youn^*, Yuejian Chen, Ming J. Zuo^*, and Yong-Chae Bae, "An Image-based Feature Extraction Method for Fault Diagnosis of Variable-speed Rotating Machinery ", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan, Byeng D. Youn^*, and Chang-soon Kang, "Phase-Based Time Domain Averaging (PTDA) for Fault Detection of a Gearbox in an Industrial Robot Using Vibration Signals ", Mechanical Systems and Signal Processing, 2020-04
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "Variance of Energy Residual (VER): An Efficient Method for Planetary Gear Fault Detection Under Variable-Speed Conditions ", Journal of Sound and Vibration, 2019-08
  • Moussa Hamadache, Joon Ha Jung, Jungho Park, and Byeng D. Youn^*, "A Comprehensive Review of Artificial Intelligence-Based Approaches to Rolling Element Bearing PHM: Shallow & Deep Learning ", JMST Advances, 2019-06
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, and Byeng D. Youn^*, "Failure Prediction of a Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance", Smart Structures and Systems, 2018-08
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07
  • Jong M. Ha, Hyunseok Oh^*, Jungho Park, and Byeng D. Youn^*, "Classification of Operating Conditions of Wind Turbines for a Class-wise Condition Monitoring Strategy ", Renewable Energy, 2017-04
  • Jungho Park, Jong M. Ha, Hyunseok Oh^*, Byeng D. Youn^*, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear: A Novel Approach Using Transmission Error ", IEEE Transactions on Reliability, 2016-12
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04
  • Jong M. Ha, Byeng D. Youn^*, Hyunseok Oh, Bongtae Han, Yoongho Jung, and Jungho Park, "Autocorrelation-Based Time Synchronous Averaging for Condition Monitoring of Planetary Gearboxes in Wind Turbines ", Mechanical Systems and Signal Processing, 2016-03
  • Byung C. Jung, Jungho Park, Hyunseok Oh, Jisun Kim, and Byeng D. Youn^*, "A Framework of Model Validation and Virtual Product Qualification with Limited Experimental Data Based on Statistical Inference ", Structural and Multidisciplinary Optimization, 2015-03
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh^*, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", International Journal of Prognostics and Health Management, 2014-11

  • 하종문, 박정호, 오현석, 윤병동, "풍력발전기 유성기어박스의 진동 변조 특성을 고려한 진동기반 고장 진단 기법 고찰 ", 대한기계학회논문집 A권, 2015-07

  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Fault Detection of a Planetary Gear under Variable-speed Conditions Based on Time-frequency Image ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Hao Yuan, Jungho Park, Yunhan Kim, and Byeng D. Youn, "Elimination of Multi-axis Interference in Fault Detection of Industrial Robot based on Blind Source Separation ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan and Byeng D. Youn, "Vibration-Based Fault Detection of a Gearbox in an Industrial Robot Using Improved Time Domain Averaging ", International Symposium on Precision Engineering and Sustainable Manufacturing, 2019-07-11
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Kyumin Na, Jungho Park, Yunhan Kim and Byeng D. Youn, "Optimal Frequency Band Energy for Fault Diagnosis of Industrial Robot Using Current Signal ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Chan Hee Park, Giljun Ahn, Sooho Kim, Jungho Park and Byeng D. Youn, "Autonomous Fault Diagnosis for Overhead Hoist Transport Vehicles Using Command Torque Signal ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Yunhan Kim, Jungho Park, Kyumin Na, Byeng D. Youn, Chang-Soon Kang and Jae-Sang You, "Robust Fault Detection Method for Industrial Robots under Various Operating Conditions ", ASME 2018 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2018-08-29
  • Chan Hee Park, Jungho Park, Joowhan Song, Juho Yang, Il Kyu Lee and Byeng D. Youn, "Fault Detection of an Overhead Hoist Transport Vehicle Using Feedback Control Signals ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Jong M. Ha, Jungho Park, Byeng D. Youn, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Byeng D. Youn, "A Time-varying Energy Residual (TVER) Method for Fault Detection of a Planetary Gear under Variable Speed Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keon Kim, Jong M. Ha, Jungho Park, Byeng D. Youn, "Evaluation of a Knock Sensor for Gearbox Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, Byeng D. Youn, "Failure Prediction of Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Joo-Ho Choi, "Evaluation of Faulty Mesh Stiffness of a Spur Gear Pair Using Transmission Error ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Statistical Approach to Fault Detection of Planetary Gears Using Transmission Error ", The 8th Asian Conference on Multibody Dynamics, 2016-08-10
  • Jong M. Ha, Hyunseok Oh, Jungho Park, Byeng D. Youn, "Separation of Stationary Operating Condition of Wind Turbines for a Reliable Fault Diagnostics of a Gearbox ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Estimation of Gear Mesh Stiffness in Faulty States by Transmission Error ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Jungho Park, Jong M. Ha, Hyunseok Oh, Byeng D. Youn, Sungho Park, and Joo-Ho Choi, "Experimental Approach for Estimating Mesh Stiffness in Faulty States of Rotating Gear", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Jong M. Ha, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Vibration-based Fault Diagnostics of Planetary Gearbox Using Time Synchronous Averaging with Multiple Window Functions", 7th Annual Conference of the Prognostics and Health Management Society, 2015-10-22
  • Hyunseok Oh, Jisun Kim, Jungho Park, Byeng D. Youn, and Byung C. Jung, "Model Refinement for Fracture Failure Prediction of Smartphone LCD with Unrecognized Blind Uncertainty ", 11th World Congress of Structural and Multidisciplinary Optimization, 2015-06-07
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Jungho Park, Jong M. Ha, Byeng D. Youn, Sang Hyuck Leem, Joo-Ho Choi, and Nam Ho Kim, "Model-Based Fault Diagnosis of a Planetary Gear Using Transmission Error ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Jong M. Ha, Jungho Park, Byeng D. Youn, and Yoong Ho Jung, "Fault Diagnostics of Planet Gears in Wind Turbine Using Autocorrelation-based Time Synchronous Averaging (ATSA) ", Second European Conference of the Prognostics and Health Management Society 2014, 2014-07-07
  • Jungho Park, Jong M. Ha, Sang Hyuck Leem, Byeng D. Youn, Joo Ho Choi, and Namho Kim, "Model-Based Approach for Fault Diagnosis of a Planetary Gear Using Transmission Error ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-27
  • Jungho Park and Byeng D. Youn, "A Generic Validation Metric for Statistical Model Validation of Temporal/Spatial Performance Functions ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-26
  • Jisun Kim, Byeng D. Youn, and Jungho Park, "A Model Refinement Framework for Statistical Model Validation ", 10th World Congress on Structural and Multidisciplinary Optimization, 2013-05-19

  • 윤명백, 박찬희, 박정호, 윤병동, "시간-주파수 측정 방안에 따른 변속조건에서의 모터 및 기어박스 고장 특성에 관한 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 황태완, 김유성, 장범찬, 박정호, 윤병동, "PHM 기반 발전 디지털 트윈(Digital twin) 성공 사례:화력 발전과 풍력 발전을 중심으로 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 윤명백, 박찬희, 박정호, 윤병동, "시간 주파수 메트릭 기반 변속조건에서의 회전체 고장 특성에 관한 연구 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 박종민, 김근수, 박정호, 김수지, 정화용, 최종현, 윤병동, "셉스트럼 기반 변속조건 구름 베어링 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김윤한, 박정호, 나규민, 윤병동, "포락선 평균법을 활용한 향상된 복조 분석 기반 유성기어박스 고장 진단 방법 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 나규민, 박정호, 김윤한, 윤병동, "굴삭기 기어박스 고장 진단을 위한 고장 정보 강화 전처리 이미지 기반 트랜스퍼 러닝 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 최종현, 박종민, 박정호, 김수지, 정화용, 윤병동, "주파수 최적화 기반 노이즈에 강건한 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김윤한, 박정호, 나규민, 유안 하오, 윤병동, "산업용 로봇 기어박스 고장 감지를 위한 위상정보 활용 시간영역 평균법 ", PHM KOREA 2019, 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "산업용 로봇의 고장 진단을 위한 자율적 최적 주파수 에너지 선택 기법 ", PHM KOREA 2019, 2019-04-12
  • 박정호, 김윤한, 나규민, 윤병동, 주오 밍, "이미지 데이터를 이용한 가변 속도 유성기어의 고장 감지 기법 개발", PHM KOREA 2019, 2019-04-11
  • 유안 하오, 박정호, 김윤한, 윤병동, "Vibration Signal Separation for Fault Detection of Industrial Robot Gearboxes under Multi-axis Interference ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 안길준, 김수호, 박정호, 윤병동, "Fault Diagnosis Framework for an Overhead Hoist Transport (OHT) Vehicle Using Control Signal ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 박정호, 이준민, 황태완, 권대일, "Study on Standardization of PHM Terminology and Methodologies ", PHM KOREA 2019, 2019-04-11
  • 윤명백, 박정호, 윤병동, "가변 조건 유성기어 고장 진단 알고리즘의 신호처리 방법에 따른 성능 비교 연구: 시간 주파수 해석을 중심으로 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 김현재, 박정호, 윤병동, "진동 신호 기반 합성곱 신경망을 이용한 다양한 하중 조건의 유성기어박스 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 비카스 샤마, 김윤한, 박정호, 윤병동, "Joint decomposition analysis for fault diagnosis of planet gears under non-stationary speed conditions ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 유안 하오, 박정호, 김윤한, 윤병동, "Elimination of Multi-axis Interference in Industrial Robot Fault Detection ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김윤한, 박정호, 나규민, 윤병동, "위상 정보 활용 시간 영역 평균법을 이용한 산업용 로봇 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 박정호, 김윤한, 나규민, 윤병동, "시간-주파수 이미지 데이터를 활용한 가변 속도 유성기어의 고장 감지법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김윤한, 박정호, 나규민, 윤병동, 강창순, 유재상, "산업용 로봇의 운행 환경에 따른 진동 신호 기반 건전성 인자 특성 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 박찬희, 송주환, 박정호, 하종문, "반도체 운송장비(Overhead Hoist Transport, OHT) 실시간 건전성 관리 기술 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 김윤한, 박정호, 윤병동, "물성치의 불확실성을 고려한 스퍼기어 모델 크랙 성장에 따른 건전성 인자 비교 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 박정호, 하종문, 김윤한, 윤병동, "가변 속도 유성기어의 고장진단법 개발 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "유성 기어박스의 진동기반 고장진단을 위한 시간동기 평균화 기법의 동향 및 전망 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 하종문, 박정호, 윤병동, "진동 신호의 위상 오차를 고려한 시간 동기 평균화 기법 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 박정호, 하종문, 김윤한, 윤병동, "비정상 운행조건하 유성기어의 진동기반 고장진단법 개발 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 박정호, 하종문, 오현석, 윤병동, 최주호, 김남호, "전달오차를 이용한 풍력발전기 유성기어의 모델기반 고장 진단 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 기어박스의 진동기반 고장진단 프레임워크 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • 하종문, 박정호, 윤병동, "힐버트 변환을 이용한 회전체 오더분석 기법의 고찰 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-28
  • 박정호, 하종문, 오현석, 윤병동, "전달오차를 이용한 유성기어의 통계적 고장 진단법 개발 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-07
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 하종문, 박정호, 윤병동, "풍력 발전기 운행 데이터의 확률분포함수에 기반한 기어박스의 운행 상태별 진동기반 고장진단 전략 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달 오차를 통한 기어의 표면손상 및 뿌리 균열 고장 분류 알고리즘 개발 ", 2015년도 춘계 소음진동 학술대회, 2015-04-22
  • 박정호, 하종문, 윤병동, 박성호, 최주호, "운행중인 기어의 치강성 추정에 관한 연구 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 하종문, 박정호, 오현석, 윤병동, "풍력 발전기 정상 운행조건의 정량적 정의를 통한 선택적 진동기반 상태감시 전략수립 ", 대한기계학회 2015년도 신뢰성부문 춘계학술대회, 2015-02-25
  • 오현석, 김지선, 박정호, 윤병동, 정병창, "스마트 폰 LDC 파손 모사를 위해 개발된 해석 모델의 개선 ", 한국최적설계학회 2015년도 정기학술대회, 2015-02-10
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "풍력발전기 운행 데이터의 최적 분류를 분류를 통한 유성 기어박스의 진동기반 고장진단 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "회전 변위를 이용한 스퍼기어 고장진단법 개발 ", 한국풍력에너지학회 2014 추계학술대회, 2014-12-03
  • 하종문, 박정호, 김근수, 오현석, 윤병동, "회전익 항공기 기어박스의 고장진단 및 상태감시 시스템 (HUMS)의 활용 방안 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 박성호, 박정호, 윤병동, 최주호, "전달오차에 기반한 스퍼기어의 결함추정연구 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 윤병동, 윤헌준, 박정호, 이규석, 오현석, "모듈형 시스템 설계를 위한 플러그인 디지털 해석모델의 통계적 보정 및 검증 기술 최신 동향과 전망 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 하종문, 박정호, 윤병동, "풍력 발전기 유성기어박스의 진동 변조 효과를 고려한 시간 동기 평균화 기반 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 박정호, 하종문, 최주호, 박성호, 윤병동, "전달오차를 통한 스퍼기어의 고장 진단 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 하종문, 박정호, 윤병동, 김근수, 오현석, "풍력 발전기의 유성기어박스의 상태 감시를 위한 운행 환경 기반 진동수준 예측모델 개발 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 최주호, 박성호, "전달오차를 이용한 물리기반(Physics-Based) 기어고장진단 이론연구 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 윤병동, 하종문, 최주호, 박성호, "전달오차를 이용한 기어고장진단: 해석 vs 실험적 방법론 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달 오차를 통한 유성 기어 집중 상수 모델의 고장 진단법 개발 ", 한국풍력에너지학회 2014년도 춘계학술대회, 2014-06-10
  • 하종문, 박정호, 윤병동, "자기상관함수를 이용한 풍력발전기 유성기어박스의 진동신호 분석 및 플래닛 기어의 진동 신호 추출 ", 대한기계학회 2014년도 CAE 및 응용역학부문 춘계학술대회, 2014-04-30
  • 박정호, 하종문, 윤병동, 임상혁, 최주호, 김남호, "전달오차(Transmission error)를 이용한 유성 기어 결함의 모델 기반 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 박정호, 윤병동, 정융호, "진동 신호를 이용한 유성 기어 결함 진단법 ", 대한기계학회 2014년도 신뢰성부문 춘계학술대회, 2014-02-26
  • 하종문, 윤병동, 박정호, 서보성, 정융호, 윤재득, "풍력발전기 유성기어박스의 진동신호 특성 분석 및 효율적인 고장 진단기법 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 서보성, 윤병동, 하종문, 박정호, 황태완, "고장 진단 및 예지를 위한 고장 프리트리거링 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Yunhan Kim, Kyumin Na, and Jungho Park, "Apparatus and Method for Detecting Fault of Gearbox Using Phase Information ", Patent Registration, Republic of Korea, 10-2382628, 2022-03-30
  • Byeng D. Youn, Jungho Park, Hyunjae Kim, Taewan Hwang, Myungkyu Han, Jaekyung Shin, and Yongchun Song, "Condition Monitoring Data Generating Apparatus and Method Using Generative Adversarial Network ", Patent Registration, Republic of Korea, 10-2365150, 2022-02-15
  • Byeng D. Youn, Kwangil Kim, Keon Kim, Dongpil Lim, Jong M. Ha, and Jungho Park , "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2354568, 2022-01-19
  • Jin Gyun Park, Byeng D. Youn, Jungho Park, and Jong M. Ha, "Fault Diagnosis System of Industrial Robot ", Patent Registration, Republic of Korea, 10-2266220, 2021-06-11
  • Byeng D. Youn, Dongkyu Lee, Jonghyun Choi, Jungho Park, and Taewan Hwang, "Method for Diagnosis Bearing Fault Based on Band Optimization and Apparatus for Performing the Same ", Patent Registration, Republic of Korea, 10-2231315, 2021-03-18
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault Using Time-Frequency Image ", Patent Registration, Republic of Korea, 10-2161577, 2020-09-24
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Fault Detection Apparatus and Method for Gears under Variable-Speed Condition Using Short-Time Fourier Transform", Patent Registration, Republic of Korea, 10-2077298, 2020-02-07
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23
  • Byeng D. Youn, Jungho Park, and Jong M. Ha, "Method for Diagnosing and Classifying Gear Fault ", Patent Registration, Republic of Korea, 10-1697954, 2017-01-19

  • 김윤한, 박정호, 나규민, 윤병동, "대한기계학회 2019년도 학술대회 신뢰성부문 - 우수학생논문상", 2020-07-16
  • 윤명백, 박찬희, 박정호, 윤병동, "대한기계학회 2020년도 춘계학술대회 신뢰성부문 - 우수논문상", 2020-07-16
  • 나규민, 박정호, 김윤한, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 윤명백, 박정호, 윤병동, "대한기계학회 2018년도 학술대회 신뢰성부문 - 우수학생논문상", 2019-02-27
  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 박찬희, 송주환, 하종문, 박정호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2017-11-02
  • 하종문, 박정호, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2017 - Best Paper Award", 2017-08-31
  • 박정호, 전병주, 박종민, 최금실, 김명연, 윤병동, "PHMAP 2017 Data Challenge Competition - Winner (1st Place)", 2017-07-13
  • 박정호, 하종문, 김윤한, 윤병동, "대한기계학회 2016년도 학술대회 신뢰성부문 - 우수학생논문상", 2017-02-23
  • 윤병동, 전병철, 하종문, 박정호, 정준하, 최환오, "QR2MSE 2015 - Best Paper Award", 2016-07-27
  • 하종문, 박정호, 윤병동, "대한기계학회 창립 70주년 기념 학술대회 신뢰성부문 - 우수논문상", 2016-04-28
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 하종문, 박정호, 윤병동, "대한기계학회 2014년도 추계학술대회 신뢰성부문 - 우수학생논문상", 2015-02-26
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "한국풍력에너지학회 2014년도 추계학술대회 - 우수논문발표상", 2014-12-03
  • 김현재, 황태완, 박정호, 오현석, 윤병동, "2014 PHM Society Data Challenge Competition - Winner", 2014-10-13
  • 하종문, 박정호, 황태완, 윤병동, "2013 두산중공업 청년 Energy Tech Forum - 우수논문상", 2013-07-12

  Name	Jungho Park (박정호)
  Graduation Year	August 2019
  Doctoral Dissertation	Fault Diagnostics of Planetary Gears under Variable-speed Conditions Using Time-frequency Analysis
  Research Area	Prognostics and Health Management for Planetary Gearboxes [Google Scholar]
  Location	Wooshin Venture Investment
  E-mail	hihijungho@gmail.com
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, Hyunchan Lee, and Byeng D. Youn^*, "Digital Twin Approach for On-Load Tap Changers Using Data-driven Dynamic Model Updating and Optimization-based Operating Condition Estimation", Mechanical Systems and Signal Processing, 2022-12
  • Chan Hee Park, Hyunjae Kim, Junmin Lee, Giljun Ahn, Myeongbaek Youn, and Byeng D. Youn^*, "A Feature Inherited Hierarchical Convolutional Neural Network (FI-HCNN) for Motor Fault Severity Estimation Using Stator Current Signals ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2021-07
  • Hyunjae Kim and Byeng D. Youn^* , "A New Parameter Repurposing Method for Parameter Transfer with Small Dataset and Its Application in Fault Diagnosis of Rolling Element Bearings", IEEE Access, 2019-03
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, and Byeng D. Youn^*, "An Online Applicable Model for Predicting Health Degradation of PEM Fuel Cells with Root Cause Analysis ", IEEE Transactions on Industrial Electronics, 2016-11
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh^*, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", International Journal of Prognostics and Health Management, 2014-11
  • International Conference
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, and Byeng D Youn, "A Model Updating Framework for a Digital Twin of On-Load Tap Changers ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Sooho Kim, Hyunjae Kim, Sunuwe Kim, and Byeng D. Youn, "Deep CNN based Partial Discharge Classification Model for GIS Using On-site Data", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Wongon Kim, Sunuwe Kim, Hyunjae Kim, and Byeng D. Youn, "Sequential Shift Mechanism Fault Diagnosis of Power Transformer using Dynamic Model and Deep Learning", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sunuwe Kim, Hyunjae Kim, Wongon Kim, and Byeng D. Youn, "Autonomous Health Data Extraction for Power Transformer in Large Scale Data Sets using Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Hyunjae Kim, Byeng D. Youn, "Unsupervised Feature Learning Using Domain Knowledge based Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, Sunuwe Kim, Byeng D. Youn, "An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Thermal Estimation of Battery Module/Pack with Kalman Filter and Surrogate Model ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-28
  • Taejin Kim, Byeng D. Youn and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, " Battery Pack Temperature Estimation Model for EVs and Its Semi-transient Case Study ", 2013 Prognostics and System Health Management Conference, 2013-09-08
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", ASME 2013 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2013-08-04
  • Domestic Conference
  • 정진교, 김현재, 윤병동, "HFCT 신호를 사용한 딥러닝 기반 전력케이블 접속함 진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김선의, 김현재, 김원곤, 윤병동, "변압기 절연열화 추정을 위한 딥러닝 기반 건전성 데이터 추출 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김현재, 윤병동, "다중 넓이 커널 CNN을 이용한 구름 요소베어링 고장 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김원곤, 김현재, 김선의, 윤병동, "변전 설비 기계적 구동 장치의 동적 모델을 이용한 이상 데이터 생성 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 김선의, 김현재, 윤병동, "Fault On Load Tap Changer Vibration Signal Generation using Dynamic Model ", PHM KOREA 2019, 2019-04-12
  • 박종민, 김수호, 김현재, 김선의, 윤병동, "합성곱 신경망 기반의 GIS PD 고장 감지 및 진단 모델 개발 ", PHM KOREA 2019, 2019-04-12
  • 최현희, 김선의, 김현재, 윤병동, "변압기 절연 열화 시험의 불균형 데이터셋을 활용한 고장 감지 기법 ", PHM KOREA 2019, 2019-04-11
  • 김현재, 윤병동, "Cepstrum Editing을 이용한 딥러닝 기반 고장진단을 위한 데이터 증량 ", PHM KOREA 2019, 2019-04-11
  • 한영민, 김현재, 김선의, 윤병동, "Digitalization of Power Electrical Transformer: Status and Vision ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 김현재, 송주환, 공현배, "Industrial Deep Learnings for PHM: Worth and Vision ", PHM KOREA 2019, 2019-04-11
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 박종민, 김선의, 김현재, 윤병동, "PRPS 데이터 기반 오픈 셋-합성곱 신경망을 이용한 가스 절연 개폐기 부분 방전 발생 감지 및 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 김현재, 박정호, 윤병동, "진동 신호 기반 합성곱 신경망을 이용한 다양한 하중 조건의 유성기어박스 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김현재, 윤병동, "진폭 복조를 이용한 딥러닝 기반 고장 진단을 위한 데이터 확장 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김현재, 윤병동, "탄성적 가중치 강화법을 이용한 잡음과 데이터 결핍에 의한 신경망 전이학습에서의 부정전이에 저항하는 방법 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김현재, 오현석, 윤병동, "오표지된 진단 데이터를 위한 지도 군집화 기술 기반 진단 성능법 향상 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 김현재, 김태진, 김선의, 윤병동, "고출력 리튬 이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 김현재, 김태진, 윤병동, "고전압 리튬이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 김태진, 윤병동, 김현재, 이건구, "전기 자동차 배터리 팩의 온도 관리를 위한 실시간 온도 예측 방법 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • 최승혁, 윤정택, 김현재, 김태진, 윤병동, "DTS 를 활용한 LNG 시설 내 극저온 배관계의 누설탐지 기술 개발", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27
  • Patent
  • Byeng D. Youn, Hyunjae Kim, and Wongon Kim, "Method for Detecting Mechanical Anomaly of Tap-changer ", Patent Registration, Republic of Korea, 10-2565620, 2023-08-07
  • Byeng D. Youn, Chan Hee Park, Hyunjae Kim, Junmin Lee, and Myeongbaek Youn, "Method and Apparatus for Diagnosis of Motor Using Current Signals ", Patent Registration, Republic of Korea, 10-2538542, 2023-05-25
  • Byeng D. Youn, Jungho Park, Hyunjae Kim, Taewan Hwang, Myungkyu Han, Jaekyung Shin, and Yongchun Song, "Condition Monitoring Data Generating Apparatus and Method Using Generative Adversarial Network ", Patent Registration, Republic of Korea, 10-2365150, 2022-02-15
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Registration, Republic of Korea, 10-1596794, 2016-02-17
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Application, Patent Cooperation Treaty, PCT/KR2015/004668, 2015-05-11
  • Awards
  • 김현재, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수포스터상", 2019-04-12
  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 김현재, 황태완, 박정호, 오현석, 윤병동, "2014 PHM Society Data Challenge Competition - Winner", 2014-10-13
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26

  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, Hyunchan Lee, and Byeng D. Youn^*, "Digital Twin Approach for On-Load Tap Changers Using Data-driven Dynamic Model Updating and Optimization-based Operating Condition Estimation", Mechanical Systems and Signal Processing, 2022-12
  • Chan Hee Park, Hyunjae Kim, Junmin Lee, Giljun Ahn, Myeongbaek Youn, and Byeng D. Youn^*, "A Feature Inherited Hierarchical Convolutional Neural Network (FI-HCNN) for Motor Fault Severity Estimation Using Stator Current Signals ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2021-07
  • Hyunjae Kim and Byeng D. Youn^* , "A New Parameter Repurposing Method for Parameter Transfer with Small Dataset and Its Application in Fault Diagnosis of Rolling Element Bearings", IEEE Access, 2019-03
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, and Byeng D. Youn^*, "An Online Applicable Model for Predicting Health Degradation of PEM Fuel Cells with Root Cause Analysis ", IEEE Transactions on Industrial Electronics, 2016-11
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh^*, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", International Journal of Prognostics and Health Management, 2014-11

  • 등록된 실적이 없습니다.

  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, and Byeng D Youn, "A Model Updating Framework for a Digital Twin of On-Load Tap Changers ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Sooho Kim, Hyunjae Kim, Sunuwe Kim, and Byeng D. Youn, "Deep CNN based Partial Discharge Classification Model for GIS Using On-site Data", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Wongon Kim, Sunuwe Kim, Hyunjae Kim, and Byeng D. Youn, "Sequential Shift Mechanism Fault Diagnosis of Power Transformer using Dynamic Model and Deep Learning", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sunuwe Kim, Hyunjae Kim, Wongon Kim, and Byeng D. Youn, "Autonomous Health Data Extraction for Power Transformer in Large Scale Data Sets using Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Hyunjae Kim, Byeng D. Youn, "Unsupervised Feature Learning Using Domain Knowledge based Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, Sunuwe Kim, Byeng D. Youn, "An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Hyunjae Kim, Taewan Hwang, Jungho Park, Hyunseok Oh, and Byeng D. Youn, "Risk Prediction of Engineering Assets: An Ensemble of Part Lifespan Calculation and Usage Classification Methods ", Annual Conference of the Prognostics and Health Management Society 2014, 2014-10-02
  • Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn, "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell", 2014 IEEE International Conference on Prognostics and Health Management, 2014-06-23
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Thermal Estimation of Battery Module/Pack with Kalman Filter and Surrogate Model ", 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2014-05-28
  • Taejin Kim, Byeng D. Youn and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics, 2013-12-11
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, " Battery Pack Temperature Estimation Model for EVs and Its Semi-transient Case Study ", 2013 Prognostics and System Health Management Conference, 2013-09-08
  • Taejin Kim, Byeng D. Youn, and Hyunjae Kim, "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management ", ASME 2013 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2013-08-04

  • 정진교, 김현재, 윤병동, "HFCT 신호를 사용한 딥러닝 기반 전력케이블 접속함 진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김선의, 김현재, 김원곤, 윤병동, "변압기 절연열화 추정을 위한 딥러닝 기반 건전성 데이터 추출 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김현재, 윤병동, "다중 넓이 커널 CNN을 이용한 구름 요소베어링 고장 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김원곤, 김현재, 김선의, 윤병동, "변전 설비 기계적 구동 장치의 동적 모델을 이용한 이상 데이터 생성 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 김선의, 김현재, 윤병동, "Fault On Load Tap Changer Vibration Signal Generation using Dynamic Model ", PHM KOREA 2019, 2019-04-12
  • 박종민, 김수호, 김현재, 김선의, 윤병동, "합성곱 신경망 기반의 GIS PD 고장 감지 및 진단 모델 개발 ", PHM KOREA 2019, 2019-04-12
  • 최현희, 김선의, 김현재, 윤병동, "변압기 절연 열화 시험의 불균형 데이터셋을 활용한 고장 감지 기법 ", PHM KOREA 2019, 2019-04-11
  • 김현재, 윤병동, "Cepstrum Editing을 이용한 딥러닝 기반 고장진단을 위한 데이터 증량 ", PHM KOREA 2019, 2019-04-11
  • 한영민, 김현재, 김선의, 윤병동, "Digitalization of Power Electrical Transformer: Status and Vision ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 김현재, 송주환, 공현배, "Industrial Deep Learnings for PHM: Worth and Vision ", PHM KOREA 2019, 2019-04-11
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 박종민, 김선의, 김현재, 윤병동, "PRPS 데이터 기반 오픈 셋-합성곱 신경망을 이용한 가스 절연 개폐기 부분 방전 발생 감지 및 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 김현재, 박정호, 윤병동, "진동 신호 기반 합성곱 신경망을 이용한 다양한 하중 조건의 유성기어박스 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김현재, 윤병동, "진폭 복조를 이용한 딥러닝 기반 고장 진단을 위한 데이터 확장 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김현재, 윤병동, "탄성적 가중치 강화법을 이용한 잡음과 데이터 결핍에 의한 신경망 전이학습에서의 부정전이에 저항하는 방법 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김현재, 오현석, 윤병동, "오표지된 진단 데이터를 위한 지도 군집화 기술 기반 진단 성능법 향상 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 김현재, 김태진, 김선의, 윤병동, "고출력 리튬 이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • 김현재, 김태진, 윤병동, "고전압 리튬이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 대한기계학회 2014년도 추계학술대회, 2014-11-11
  • 김태진, 윤병동, 김현재, 이건구, "전기 자동차 배터리 팩의 온도 관리를 위한 실시간 온도 예측 방법 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • 최승혁, 윤정택, 김현재, 김태진, 윤병동, "DTS 를 활용한 LNG 시설 내 극저온 배관계의 누설탐지 기술 개발", 대한기계학회 2013년도 신뢰성부문 춘계학술대회, 2013-03-27

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Hyunjae Kim, and Wongon Kim, "Method for Detecting Mechanical Anomaly of Tap-changer ", Patent Registration, Republic of Korea, 10-2565620, 2023-08-07
  • Byeng D. Youn, Chan Hee Park, Hyunjae Kim, Junmin Lee, and Myeongbaek Youn, "Method and Apparatus for Diagnosis of Motor Using Current Signals ", Patent Registration, Republic of Korea, 10-2538542, 2023-05-25
  • Byeng D. Youn, Jungho Park, Hyunjae Kim, Taewan Hwang, Myungkyu Han, Jaekyung Shin, and Yongchun Song, "Condition Monitoring Data Generating Apparatus and Method Using Generative Adversarial Network ", Patent Registration, Republic of Korea, 10-2365150, 2022-02-15
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Registration, Republic of Korea, 10-1596794, 2016-02-17
  • Byeng D. Youn, Taejin Kim, and Hyunjae Kim, "Apparatus for Measuring Heating Value and Method of Measuring Heating Value ", Patent Application, Patent Cooperation Treaty, PCT/KR2015/004668, 2015-05-11

  • 김현재, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수포스터상", 2019-04-12
  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 김현재, 황태완, 박정호, 오현석, 윤병동, "2014 PHM Society Data Challenge Competition - Winner", 2014-10-13
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26

  Name	Hyunjae Kim (김현재)
  Graduation Year	February 2020
  Doctoral Dissertation	Training Approaches for Deep Learning Based Fault Diagnosis of Rotating Machinery Overcoming Fault Data Insufficiency
  Research Area	Deep Learning-based Prognostics and Health Management
  Location	SNJ Lab Inc.
  E-mail	secutus07@snu.ac.kr
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Chan Hee Park, Hyunjae Kim, Junmin Lee, Giljun Ahn, Myeongbaek Youn, and Byeng D. Youn^*, "A Feature Inherited Hierarchical Convolutional Neural Network (FI-HCNN) for Motor Fault Severity Estimation Using Stator Current Signals ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2021-07
  • Chan Hee Park, Junmin Lee, Hyeongmin Kim, Chaehyun Suh, Myeongbaek Youn, Yongjin Shin, Sung-Hoon Ahn, and Byeng D. Youn^*, "Drive-tolerant Current Residual Variance (DTCRV) for Fault Detection of a Permanent Magnet Synchronous Motor Under Operational Speed and Load Torque Conditions ", IEEE Access, 2021-03
  • Junmin Lee, Hyunseok Oh^*, Chan Hee Park, Byeng D. Youn^*, and Bongtae Han, "Test Scheme and Degradation Model of Accumulated Electrostatic Discharge (ESD) Damage for Insulated Gate Bipolar Transistor (IGBT) Prognostics ", IEEE Transactions on Device and Materials Reliability, 2019-03
  • Insun Shin¹, Junmin Lee¹, Jun Young Lee¹, Kyusung Jung¹, Daeil Kwon^*, Byeng D. Youn^*, Hyun Soo Jang^*, and Joo-Ho Choi^*, "A Framework for Prognostics and Health Management Applications toward Smart Manufacturing Systems ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2018-08
  • Sihyeong Woo, Taejin Kim, Junmin Lee, Hyunseok Oh, Byeng D. Youn^*, and Daeil Kwon, "TDR based Multiple Leaks Detection System using S-parameters Transmission Line Model and Bayesian Inference for Long Distance Pipeline ", International Journal of Prognostics and Health Management, 2018-07
  • International Conference
  • Giljun Ahn, Junmin Lee, Chan Hee Park, Myeongbaek Youn, and Byeng D. Youn, "Inter-turn Short Circuit Fault Detection in Permanent Magnet Synchronous Motors Based on Reference Voltage ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-29
  • Chan Hee Park, Junmin Lee, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Fault Detection of PMSM under Non-Stationary Conditions Based on Wavelet Transformation Combined with Distance Approach ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-28
  • Junmin Lee and Byeng D. Youn, "Health State Estimation for Short-Circuit Fault of Insulated Gate Bipolar Transistor in Motor Drive System without Additional Sensor ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Harmonic Distortion Based Motor Current Signature Analysis for Fault Diagnosis of a Permanent Magnet Synchronous Motor ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Jun Young Lee, Insun Shin, Kyusung Jung, Byeng D. Youn, Hyun Soo Jang, Daeil Kwon and Joo-Ho Choi, "Exercising Standardization of Prognostics and Health Management (PHM) for Manufacturing Industry ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04
  • Junmin Lee, Hyunseok Oh, Chan Hee Park, Byeng D. Youn, Deog Hyeon Kim, Byung Hwa Kim, and Yong Un Cho, "Failure Precursor Identification and Degradation Modeling for Insulated Gate Bipolar Transistors Subjected to Electrical Stress ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng. D. Youn, "Stepwise Leak Detection for Water Pipe Joints Using a Bayesian Method", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng D. Youn, "A Bayesian Framework of Stepwise Multiple-Leak Detection for Water Pipe Joints ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng D. Youn, "Multiple Leak Detection Method for Long Distance Pipeline Applying S-parameters Based TDR Signal Model and Bayesian Scheme ", SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring, 2016-03-22
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng. D. Youn, "TDR-based Water Leak Detection System Using Transmission Line Modeling and Bayesian Inference ", 3rd International Conference on Mterials and Reliability, 2015-11-24
  • Domestic Conference
  • 이준민, 윤병동, "Degradation Model of Insulated Gate Bipolar Transistor for Fault Prognostics of Motor Drive System ", PHM KOREA 2019, 2019-04-11
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "Fault Diagnosis of PMSM with Inter-turn Short Circuit Fault Using Current of Short Circuit ", PHM KOREA 2019, 2019-04-11
  • 윤명백, 이준민, 박찬희, 안길준, 윤병동, "Spectral Energy Distribution Based Inter-Turn Short Circuit Fault Diagnosis for Permanent Magnet Synchronous Motor (PMSM) Under Variable Load Conditions ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 박정호, 이준민, 황태완, 권대일, "Study on Standardization of PHM Terminology and Methodologies ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 이준민, 안길준, 윤병동, "상전류 신호를 이용한 합성곱 네트워크 기반 유도전동기 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 이준민, 박찬희, 안길준, 윤명백, 윤병동, "전류 신호 특성 주파수를 활용한 협동로봇 모터 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 이준민, 윤병동, "모터 드라이브 시스템에 미치는 인버터 모듈 고장 영향 분석 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "표면 부착형 영구자석 전동기의 권선단락고장 센서리스 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 이준민, 이동기, 박찬희, 윤헌준, 윤병동, "음향신호를 활용한 CNN 기반 불량 모터 분류기 개발 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 이준민, 오현석, 박찬희, 윤병동, "생산설비 인버터 절연게이트 양극성 트랜지스터(IGBT)에 대한 열화모델 구축: 게이트-이미터 문턱 전압(VGE(th))을 중심으로 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 이준민, 오현석, 박찬희, 윤병동, 김덕현, 김병화, 조용운, "정전기방전을 통한 절연 게이트 양극성 트랜지스터(IGBT) 인위적 결함 인가 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27
  • Patent
  • Byeng D. Youn, Chan Hee Park, Hyunjae Kim, Junmin Lee, and Myeongbaek Youn, "Method and Apparatus for Diagnosis of Motor Using Current Signals ", Patent Registration, Republic of Korea, 10-2538542, 2023-05-25
  • Byeng D. Youn, Chan Hee Park, Junmin Lee, Yongjin Shin, Giljun Ahn, and Myeongbaek Youn, "Apparatus and Method for Determining Fault of Motor in Variable Driving Environment ", Patent Registration, Republic of Korea, 10-2395570, 2022-05-03
  • Deog Hyeon Kim, Yong Un Cho, Yongchae Lim, Byeng D. Youn, Hyunseok Oh, and Junmin Lee, "Apparatus and Method for Predicting Fault State of Inverter ", Patent Registration, China, ZL20170130059.6, 2021-08-03
  • Byeng D. Youn, Junmin Lee, Chan Hee Park, Giljun Ahn, and Myeongbaek Youn, "Fault Diagnosis Method of Synchronous Motor ", Patent Registration, Republic of Korea, 10-2212084, 2021-01-29
  • Byeng D. Youn, Deog Hyeon Kim, Yong Un Cho, Yongchae Lim, Hyunseok Oh, and Junmin Lee, "Apparatus and Method for Predicting Fault State of Inverter", Patent Registration, United States of America, 10495682, 2019-12-03
  • Deog Hyeon Kim, Yong Un Cho, Yongchae Lim ,Byeng D. Youn, Hyunseok Oh, and Junmin Lee, "Apparatus and Method for Failure Prognosis in Inverter ", Patent Registration, Republic of Korea, 10-1916060, 2018-11-01
  • Deog Hyeon Kim, Yong Un Cho, Yongchae Lim, Byeng D. Youn, Hyunseok Oh, and Junmin Lee , "Apparatus and Method for Failure Prognosis in Inverter ", Patent Application, Germany, 10-2017-2078065, 2017-05-09
  • Awards
  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04

  • Chan Hee Park, Hyunjae Kim, Junmin Lee, Giljun Ahn, Myeongbaek Youn, and Byeng D. Youn^*, "A Feature Inherited Hierarchical Convolutional Neural Network (FI-HCNN) for Motor Fault Severity Estimation Using Stator Current Signals ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2021-07
  • Chan Hee Park, Junmin Lee, Hyeongmin Kim, Chaehyun Suh, Myeongbaek Youn, Yongjin Shin, Sung-Hoon Ahn, and Byeng D. Youn^*, "Drive-tolerant Current Residual Variance (DTCRV) for Fault Detection of a Permanent Magnet Synchronous Motor Under Operational Speed and Load Torque Conditions ", IEEE Access, 2021-03
  • Junmin Lee, Hyunseok Oh^*, Chan Hee Park, Byeng D. Youn^*, and Bongtae Han, "Test Scheme and Degradation Model of Accumulated Electrostatic Discharge (ESD) Damage for Insulated Gate Bipolar Transistor (IGBT) Prognostics ", IEEE Transactions on Device and Materials Reliability, 2019-03
  • Insun Shin¹, Junmin Lee¹, Jun Young Lee¹, Kyusung Jung¹, Daeil Kwon^*, Byeng D. Youn^*, Hyun Soo Jang^*, and Joo-Ho Choi^*, "A Framework for Prognostics and Health Management Applications toward Smart Manufacturing Systems ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2018-08
  • Sihyeong Woo, Taejin Kim, Junmin Lee, Hyunseok Oh, Byeng D. Youn^*, and Daeil Kwon, "TDR based Multiple Leaks Detection System using S-parameters Transmission Line Model and Bayesian Inference for Long Distance Pipeline ", International Journal of Prognostics and Health Management, 2018-07

  • 등록된 실적이 없습니다.

  • Giljun Ahn, Junmin Lee, Chan Hee Park, Myeongbaek Youn, and Byeng D. Youn, "Inter-turn Short Circuit Fault Detection in Permanent Magnet Synchronous Motors Based on Reference Voltage ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-29
  • Chan Hee Park, Junmin Lee, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Fault Detection of PMSM under Non-Stationary Conditions Based on Wavelet Transformation Combined with Distance Approach ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-28
  • Junmin Lee and Byeng D. Youn, "Health State Estimation for Short-Circuit Fault of Insulated Gate Bipolar Transistor in Motor Drive System without Additional Sensor ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Harmonic Distortion Based Motor Current Signature Analysis for Fault Diagnosis of a Permanent Magnet Synchronous Motor ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Jun Young Lee, Insun Shin, Kyusung Jung, Byeng D. Youn, Hyun Soo Jang, Daeil Kwon and Joo-Ho Choi, "Exercising Standardization of Prognostics and Health Management (PHM) for Manufacturing Industry ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04
  • Junmin Lee, Hyunseok Oh, Chan Hee Park, Byeng D. Youn, Deog Hyeon Kim, Byung Hwa Kim, and Yong Un Cho, "Failure Precursor Identification and Degradation Modeling for Insulated Gate Bipolar Transistors Subjected to Electrical Stress ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng. D. Youn, "Stepwise Leak Detection for Water Pipe Joints Using a Bayesian Method", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng D. Youn, "A Bayesian Framework of Stepwise Multiple-Leak Detection for Water Pipe Joints ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng D. Youn, "Multiple Leak Detection Method for Long Distance Pipeline Applying S-parameters Based TDR Signal Model and Bayesian Scheme ", SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring, 2016-03-22
  • Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng. D. Youn, "TDR-based Water Leak Detection System Using Transmission Line Modeling and Bayesian Inference ", 3rd International Conference on Mterials and Reliability, 2015-11-24

  • 이준민, 윤병동, "Degradation Model of Insulated Gate Bipolar Transistor for Fault Prognostics of Motor Drive System ", PHM KOREA 2019, 2019-04-11
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "Fault Diagnosis of PMSM with Inter-turn Short Circuit Fault Using Current of Short Circuit ", PHM KOREA 2019, 2019-04-11
  • 윤명백, 이준민, 박찬희, 안길준, 윤병동, "Spectral Energy Distribution Based Inter-Turn Short Circuit Fault Diagnosis for Permanent Magnet Synchronous Motor (PMSM) Under Variable Load Conditions ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 박정호, 이준민, 황태완, 권대일, "Study on Standardization of PHM Terminology and Methodologies ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 이준민, 안길준, 윤병동, "상전류 신호를 이용한 합성곱 네트워크 기반 유도전동기 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 이준민, 박찬희, 안길준, 윤명백, 윤병동, "전류 신호 특성 주파수를 활용한 협동로봇 모터 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 이준민, 윤병동, "모터 드라이브 시스템에 미치는 인버터 모듈 고장 영향 분석 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "표면 부착형 영구자석 전동기의 권선단락고장 센서리스 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 이준민, 이동기, 박찬희, 윤헌준, 윤병동, "음향신호를 활용한 CNN 기반 불량 모터 분류기 개발 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 이준민, 오현석, 박찬희, 윤병동, "생산설비 인버터 절연게이트 양극성 트랜지스터(IGBT)에 대한 열화모델 구축: 게이트-이미터 문턱 전압(VGE(th))을 중심으로 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 이준민, 오현석, 박찬희, 윤병동, 김덕현, 김병화, 조용운, "정전기방전을 통한 절연 게이트 양극성 트랜지스터(IGBT) 인위적 결함 인가 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Chan Hee Park, Hyunjae Kim, Junmin Lee, and Myeongbaek Youn, "Method and Apparatus for Diagnosis of Motor Using Current Signals ", Patent Registration, Republic of Korea, 10-2538542, 2023-05-25
  • Byeng D. Youn, Chan Hee Park, Junmin Lee, Yongjin Shin, Giljun Ahn, and Myeongbaek Youn, "Apparatus and Method for Determining Fault of Motor in Variable Driving Environment ", Patent Registration, Republic of Korea, 10-2395570, 2022-05-03
  • Deog Hyeon Kim, Yong Un Cho, Yongchae Lim, Byeng D. Youn, Hyunseok Oh, and Junmin Lee, "Apparatus and Method for Predicting Fault State of Inverter ", Patent Registration, China, ZL20170130059.6, 2021-08-03
  • Byeng D. Youn, Junmin Lee, Chan Hee Park, Giljun Ahn, and Myeongbaek Youn, "Fault Diagnosis Method of Synchronous Motor ", Patent Registration, Republic of Korea, 10-2212084, 2021-01-29
  • Byeng D. Youn, Deog Hyeon Kim, Yong Un Cho, Yongchae Lim, Hyunseok Oh, and Junmin Lee, "Apparatus and Method for Predicting Fault State of Inverter", Patent Registration, United States of America, 10495682, 2019-12-03
  • Deog Hyeon Kim, Yong Un Cho, Yongchae Lim ,Byeng D. Youn, Hyunseok Oh, and Junmin Lee, "Apparatus and Method for Failure Prognosis in Inverter ", Patent Registration, Republic of Korea, 10-1916060, 2018-11-01
  • Deog Hyeon Kim, Yong Un Cho, Yongchae Lim, Byeng D. Youn, Hyunseok Oh, and Junmin Lee , "Apparatus and Method for Failure Prognosis in Inverter ", Patent Application, Germany, 10-2017-2078065, 2017-05-09

  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04

  Name	Junmin Lee (이준민)
  Graduation Year	February 2020
  Doctoral Dissertation	Fault Diagnostics for Motor Drive Systems with Short-circuit Failure of Insulated Gate Bipolar Transistors (IGBTs) Using System-level Measurements
  Research Area	Prognostics and Health Management for Electric Machines, Power Electronics, and Drives
  Location	SAMSUNG Electronics
  E-mail	13jmlee@gmail.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Soo-Ho Jo^* and Donghyu Lee, "An Improved Analytical Model of a Thick Defective Phononic Crystal for Bending Wave Excitation", International Journal of Mechanical Sciences, 2024-02
  • Donghyu Lee, Byeng D. Youn^*, and Soo-Ho Jo^*, "Deep-learning-based Framework for Inverse Design of a Defective Phononic Crystal for Narrowband Filtering", International Journal of Mechanical Sciences, 2023-10
  • Soo-Ho Jo^*, Donghyu Lee, and Byeng D. Youn, "Defect-band Splitting of a One-dimensional Phononic Crystal with Double Defects for Bending Wave Excitation ", Mathematics, 2023-09
  • Soo-Ho Jo^* and Donghyu Lee, "Flexural-wave-generation Using a Phononic Crystal with a Piezoelectric Defect ", Applied Mathematics and Mechanics (English Edition), 2023-08
  • Hyeonchan Lee, Wongon Kim^*, Hyejeong Son, Hyunhee Choi, Soo-Ho Jo, and Byeng D. Youn^*, "A New Initial Point Search Algorithm for Bayesian Calibration with Insufficient Statistical Information: Greedy Stochastic Section Search ", Structural and Multidisciplinary Optimization, 2023-06
  • Soo-Ho Jo^*, Donghyu Lee, Heonjun Yoon, and Byeng D. Youn, "Double Piezoelectric Defects in Phononic Crystals for Ultrasonic Transducers ", Journal of Physics D: Applied Physics, 2023-02
  • Soo-Ho Jo and Byeng D. Youn^*, "Longitudinal Wave Localization Using a One-dimensional Phononic Crystal with Differently Patterned Double Defects ", International Journal of Mechanical Sciences, 2023-01
  • Soo-Ho Jo^* and Byeng D. Youn^*, "Enhanced Ultrasonic Wave Generation Using Energy-localized Behaviors of Phononic Crystals", International Journal of Mechanical Sciences, 2022-08
  • Soo-Ho Jo and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Target Frequency Matching Using an Analytical Approach ", Mechanics of Advanced Materials and Structures, 2022-07
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Byeng D.Youn^*, and Miso Kim^*, "L-shape Triple Defects in a Phononic Crystal for Broadband Piezoelectric Energy Harvesting ", Nano Convergence, 2022-06
  • Feichao Cai, Soo-Ho Jo, Yuqin Ma^*, Haiyin Guo, Yi Xu , Wei Xu, and Fei Li , "Effect of Four Groups of GO-CF/EP Composites with Ideal Infiltration Structure and Different Layering Ways on Damping Properties", Polymers, 2022-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon^*, and Byeng D. Youn^*, " Design Principle for Effective Mechanical Boundary Using a Resonance Band Gap under Elastic Waves", Journal of Computational Design and Engineering, 2022-04
  • Sunuwe Kim, Jongmin Park, Wongon Kim, Soo-Ho Jo^*, and Byeng D. Youn^*, "Learning from Even a Weak Teacher: Bridging Rule-based Duval Method and a Deep Neural Network for Power Transformer Fault Diagnosis ", International Journal of Electrical Power and Energy Systems, 2022-03
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "Revealing Defect-mode-enabled Energy Localization Mechanisms of a One-dimensional Phononic Crystal ", International Journal of Mechanical Sciences, 2022-02
  • Soo-Ho Jo and Byeng D. Youn^*, "An Explicit Solution for the Design of a Target-frequency-customized, Piezoelectric-defect-introduced Phononic Crystal for Elastic Wave Energy Harvesting ", Journal of Applied Physics, 2021-11
  • Soo-Ho Jo and Byeng D. Youn^*, "An Improved Analytical Model that Considers Lateral Effects of a Phononic Crystal with a Piezoelectric Defect for Elastic Wave Energy Harvesting", International Journal of Mechanical Sciences, 2021-09
  • Soo-Ho Jo, Yong Chang Shin, Wonjae Choi, Heonjun Yoon, Byeng D. Youn^*, and Miso Kim^*, "Double defects-induced Elastic Wave Coupling and Energy Localization in a Phononic Crystal ", Nano Convergence, 2021-09
  • Soo-Ho Jo and Byeng D. Youn^*, "A Phononic Crystal with Differently Configured Double Defects for Broadband Elastic Wave Energy Localization and Harvesting ", Crystals, 2021-06
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "An Analytical Model of a Phononic Crystal with a Piezoelectric Defect for Energy Harvesting Using an Electroelastically Coupled Transfer Matrix", International Journal of Mechanical Sciences, 2021-03
  • Soo-Ho Jo¹, Yiwei Xia¹, Adriane G. Moura, Heonjun Yoon^*, Yong Chang Shin, Alper Erturk, and Byeng D. Youn, "Experimentally Validated Broadband Self-Collimation of Elastic Waves ", International Journal of Mechanical Sciences, 2021-02
  • Yong Chang Shin¹, Heonjun Yoon¹, Soo-Ho Jo, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Phononic Band Gap of a Quarter-Wave Stack for Enhanced Piezoelectric Energy Harvesting ", International Journal of Mechanical Sciences, 2021-01
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Tae-Gon Lee, Soo-Ho Jo, Hong Min Seung, Sun-Woo Kim, Eun-Ji Kim, Byeng D. Youn, Sahn Nahm^*, and Miso Kim^*, "Enhanced Energy Transfer and Conversion for High Performance Phononic Crystal-Assisted Elastic Wave Energy Harvesting ", Nano Energy, 2020-12
  • Sunuwe Kim¹, Soo-Ho Jo¹, Wongon Kim, Jongmin Park, Jingyo Jeong, Yeongmin Han, Daeil Kim, and Byeng D. Youn^*, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", IEEE Access, 2020-10
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "A Graded Phononic Crystal with Decoupled Double Defects for Broadband Energy Localization ", International Journal of Mechanical Sciences, 2020-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Energy Localization and Harvesting: Supercell Size and Defect Location", International Journal of Mechanical Sciences, 2020-08
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Miso Kim^*, and Byeng D. Youn^*, "Elastic Wave Localization and Harvesting Using Double Defect Modes of a Phononic Crystal ", Journal of Applied Physics, 2020-04
  • Soo-Ho Jo¹, Boseong Seo¹, Hyunseok Oh^*, Byeng D. Youn^*, and Dongki Lee, "Model-based Fault Detection Method for Coil Burnout in Solenoid Valves Subjected to Dynamic Thermal Loading ", IEEE Access, 2020-04
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn^*, "Topology Optimization for Phononic Band Gap Maximization Considering a Target Driving Frequency ", JMST Advances, 2019-06
  • Choon-Su Park¹, Yong Chang Shin¹, Soo-Ho Jo, Heonjun Yoon, Wonjae Choi, Byeng D. Youn^*, and Miso Kim^*, "Two-dimensional Octagonal Phononic Crystals for Highly Dense Piezoelectric Energy Harvesting", Nano Energy, 2019-03
  • Domestic Journal
  • 서보성, 이규석, 조수호, 오현석, 윤병동, "도시철도차량 제동장치의 솔레노이드 밸브에 대한 전류기반 고장진단기법 개발 ", 대한기계학회논문집 A권, 2016-09
  • International Conference
  • Donghyu Lee, Byeng D. Youn and Soo-Ho Jo, "Deep Learning-based Design Methodology of a Phononic Crystal with a Defect for Narrow Bandpass Filtering ", 15th World Congress of Structural and Multidisciplinary Optimization, 2023-06-05
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Resonance in Elastic Waves for Enhanced Piezoelectric Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Modeling and Design of a Phononic Crystal with Piezoelectric Defects for Broadband Energy Localization and Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sunuwe Kim, Soo-Ho Jo, Wongon Kim, Jongmin Park, and Byeng D. Youn, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) to Extract a Health Feature Space for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Heonjun Yoon, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn, "Modeling and Analysis of Piezoelectric Vibration Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Phononic Crystals for Elastic Wave Energy Localization and Harvesting ", International Symposium on Precision Engineering and Sustainable Manufacturing 2021, 2021-07-21
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim, and Byeng D. Youn, "Multiple Defect Modes of a Phononic Crystal and Its Application to Broadband Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Manipulation of Standing Wave Using Metamaterials for Enhanced Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Design Optimization of a Locally Resonant Metastructure for Enhanced Energy Harvesting: Standing Wave Manipulation Approach ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn , "Design Optimization of Phononic Crystals with a Point Defect for Resonance Frequency Matching ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Heonjun Yoon, Hyeon Bae Kong, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn , "Can Deep Learning Be Used for Dispersion Engineering of Phononic Crystals? ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Realization of Frequency Dependent Effective Boundary Conditions Using Elastic Metamaterials, ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Analytical Modeling for Defect Band Splitting of a Phononic Crystal with Double Defects ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Byeng D. Youn, Miso Kim, Choon-Su Park and Wonjae Choi, "Enhanced Piezoelectric Energy Harvesting Using Multiple Defect Modes of a Phononic Crystal ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2018-11-13
  • Byeng D. Youn, Heonjun Yoon, Yong Chang Shin and Soo-Ho Jo, "Modeling and Analysis of Piezoelectric Energy Harvesting and Its Extension to Metamaterial-based Design ", 7th International Conference on Smart Materials and Structures, 2018-07-03
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin and Byeng D. Youn, "Why is a Defect Band Created within Bandgap of Elastic Metamaterials? ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo and Byeng D. Youn, "Minimization of Evanescent Field in One-Dimensional Finite Elastic Metamaterial ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Soo-Ho Jo, Dongki Lee, Byeng D. Youn, and Hyunseok Oh, "A Solenoid Valve Multi-physics Model for Railway Braking System Diagnosis: Development and Validation ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Miso Kim, Choon-Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Metamaterial-based Enhancement of Elastic Wave Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Guilian Yi, Miso Kim, Choon-Su Park, Wonjae Choi, Byeng D. Youn, "A Metamaterial-based Energy Harvester Design for Enhanced Power Supply to Wireless Sensor Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "2D Phononic Band Gap Maximization for Broadband Energy Harvesting around a Target Driving Frequency ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon- Su Park, and Wonjae Choi, "Metamaterial-based Energy Harvester Design: Prevention of Wave Cancellation ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Miso Kim, Choon- Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Experimental Demonstration of Metamaterial-based Elastic Energy Focusing and Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Soo-Ho Jo, Yong Chang Shin, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, and Wonjae Choi, "Broadband Energy Harvesting Using Phononic Crystal with Multiple Defects", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-28
  • Heonjun Yoon, Yong Chang Shin, Soo-Ho Jo, and Byeng D. Youn, "Uncertainty Propagation in Piezoelectric Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-26
  • Byeng D. Youn, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Miso Kim, Choon-Su Park, and Wonjae Choi, "Advances in Energy Focusing, Localization and Harvesting ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Choon-Su Park, Wonjae Choi, Guilian Yi, and Byeng D. Youn , "Phononic Crystal-based Energy Focusing and Harvesting: From Unitcell to Structure Design ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "Solenoid Valve Diagnosis for Railway Braking Systems with Embedded Sensor Signals and Physical Interpreration ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "An Electrical-Current-Based Fault Detection Method for Solenoid Valves in Transportation Applications ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Domestic Conference
  • 이동휴, 김태훈, 윤병동, 조수호, "이중 결함 인가 음향양자 결정의 딥러닝 기반 역설계 ", 대한기계학회 2023년 학술대회, 2023-11-01
  • 조수호, 윤병동, "다른 형상을 가진 이중 결함 인가 음향양자 결정의 에너지 국부화 양상 ", 대한기계학회 2022년 학술대회, 2022-11-09
  • 이상경, 임주현, 이동휴, 조수호, 한진오, 윤병동, "비침습적 대동맥류 발생 위치 진단을 위한 딥러닝 기반 모델 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 이동휴, 임주현, 김수호, 조수호, 한진오, 윤병동, "다양한 질환 위치 하에서 강건한 말초동맥질환 심각도 추정을 위한 딥러닝 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 임주현, 이동휴, 이인찬, 이상경, 조수호, 한진오, 윤병동, "다양한 흉복부대동맥류 타입에 강건한 딥러닝 기반 진단 알고리즘 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 조수호, 윤병동, "음향양자 결정의 결함 모드를 활용한 공진형 압전 트랜스듀서 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 조수호, 윤헌준, 신용창, 윤병동, "다중 공진을 위한 삼중 결함 인가 음향양자 결정 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 조수호, 윤병동, "Defect-mode-induced Energy Localization of a Phononic Crystal and Its Application to Sensing and Transducing Systems for Elastic Waves ", 2021년 한국센서학회 추계학술대회, 2021-10-29
  • 조수호, 윤병동, "Broadband Power Generation Using Decoupling Characteristics of Double Defects in a Phononic Crystal ", 2021년 한국센서학회 추계학술대회, 2021-10-28
  • 조수호, 윤병동, "목표 주파수 맞춤형 압전 결함 인가 음향양자 결정 설계 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 조수호, 윤병동, "측면 방향 변형을 고려한 압전 결함 인가 음향양자 결정의 수확 전력 예측 모델 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 윤헌준, 공현배, 조수호, 신용창, 윤병동, "딥러닝 기반 음향양자 결정 분산관계 해석 ", 2021년도 춘계 소음진동 학술대회, 2021-05-28
  • 윤헌준, 조수호, 신용창, 윤병동, "파동 특이현상과 에너지 변환 도메인 융합 기술 ", 2020년도 추계 소음진동 학술대회, 2020-11-19
  • 김선의, 조수호, 김원곤, 박종민, 윤병동, "변압기 고장 진단을 위한 유중가스분석 기반 준감독 오토인코더와 보조 학습으로 건전성 평면 추출", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 신용창, 윤헌준, 조수호, 윤병동, "음향양자 결정을 이용한 주파수 의존 경계조건 구현 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "압전 결함 인가 음향양자 결정의 수학적 해석 모델 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 서보성, 오현석, 윤병동, 이동기, "동적 온도 부하에 강건한 솔레노이드 밸브의 전류 기반 고장 검출법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 조수호, 서보성, 오현석, 윤병동, 이동기, "다양한 운행 온도 하 솔레노이드 코일 열화 소손 검출법 실험적 검증 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 다중 결함 탈동조화를 통한 광대역 공진 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 신용창, 윤헌준, 조수호, 윤병동, "국부 공진형 메타구조을 이용한 정상파 패터닝 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 조수호, 오현석, 서보성, 이동기, 윤병동, "온도 부하에 강건한 솔레노이드 밸브의 모델기반 고장 진단법 개발 ", 한국정밀공학회 2019 추계학술대회, 2019-10-30
  • 조수호, 윤헌준, 신용창, 최원재, 박춘수, 김미소, 윤병동, "Multiple Defect Modes of a Phononic Crystal for Broadband Energy Localization ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 남산, 이태곤, 조수호, 김미소, "Relation between the Size and Physical Properties of Piezoelectric Ceramics and the Output Power of Metamaterial Assisted Piezoelectric Energy Harvester ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 이태곤, 조수호, 김미소, 남산, "Optimal Design of Piezoelectric Ceramics for Phononic Crystal-based Energy Harvesting ", 2019 한국전기전자재료학회 하계학술대회, 2019-06-20
  • 조수호, 윤헌준, 신용창, 윤병동, "동주파수 곡선 해석을 이용한 이방성 탄성 메타물질 기반 탄성파 시준(視準) ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "주파수 의존 유효 경계 조건을 위한 공진형 메타구조 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "탄성 메타물질의 밴드 갭 반사 기반 고체 매질의 경게조건 설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 결함 밴드 형성에 대한 수학적 해석 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "결함이 인가된 음향양자 결정의 다중 공진 모드와 압전 에너지 수확으로의 적용 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 윤헌준, 신용창, 조수호, 윤병동, "Elastic Metamaterial-Inspired Piezoelectric Energy Harvesting ", Mechanical Metamaterials Conference 2018, 2018-10-05
  • 윤병동, 윤헌준, 신용창, 조수호, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계", 2018 한국전기전자재료학회 하계학술대회, 2018-06-22
  • 조수호, 윤헌준, 신용창, 윤병동, "포노닉 밴드갭 내 다중 결함 밴드를 이용한 광대역 압전 에너지 수확 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 오현석, 조수호, 이동기, 윤병동, "철도차량 상태기반 유지보수를 위한 전공 밸브 건정성 예지진단 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 조수호, 신용창, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 및 해석기술 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 신용창, 조수호, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계 ", 2017 한국전기전자재료학회 하계학술대회, 2017-06-22
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "음향양자 결정의 결함 모드를 이용한 에너지 국부화 및 수확 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 이동기, 조수호, 윤병동, 오현석, "솔레노이드 밸브의 전류 기반 손상 진단법에 대한 온도 부하의 영향 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 조수호, 오현석, 윤병동, 서보성, "도시철도차량 제동장치 솔레노이드 밸브 다중물리해석 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • Patent
  • Byeng D. Youn and Soo-Ho Jo, "Metamaterial-based Elastic Wave Parallel Translator ", Patent Registration, Republic of Korea, 10-2628439, 2024-01-18
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Method and Apparatus for Power Transformer Fault Diagnosis ", Patent Registration, Republic of Korea, 10-2374551, 2022-03-10
  • Byeng D. Youn and Soo-Ho Jo, "Elastic Wave Energy Harvesting Apparatus Based on Piezoelectric Defect ", Patent Registration, Republic of Korea, 10-2354341, 2022-01-18
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Registration, Republic of Korea, 10-2354342, 2022-01-18
  • Byeng D. Youn and Soo-Ho Jo, "Apparatus for Matamaterial-Based Elastic Wave Energy Localization ", Patent Registration, Republic of Korea, 10-2354340, 2022-01-18
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Metamaterial-based Broadband Elastic Wave Collimator", Patent Registration, Republic of Korea, 10-2316421, 2021-10-18
  • Byeng D. Youn and Soo-Ho Jo, "Metamaterial-based Elastic Wave Parallel Translator ", Patent Registration, Republic of Korea, 10-2311585, 2021-10-05
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Wonjae Choi, and Choon-Su Park, "Elastic Metamaterial Structure Having Octagonal Hole ", Patent Registration, Republic of Korea, 10-2243507, 2021-04-16
  • Byeng D. Youn, Soo-Ho Jo, Boseong Seo, Dongki Lee, and Hyunseok Oh, "Fault Detection Method for Electronic Valve ", Patent Registration, Republic of Korea, 10-2223767, 2021-02-26
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Miso Kim, and Wonjae Choi, "Defect-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2217914, 2021-02-15
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Gradient Phononic Crystal-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2212083, 2021-01-29
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, and Soo-Ho Jo, "Energy Harvester Based on Metamaterial", Patent Registration, Republic of Korea, 10-1885731, 2018-07-31
  • Byeng D. Youn, Hyunseok Oh, Boseong Seo, and Soo-Ho Jo, "Failure Determination Method of Valve for Braking Vehicle ", Patent Registration, Republic of Korea, 10-1851943, 2018-04-19
  • Byeng D. Youn, Sunwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same ", Patent Application, United States of America, US 2024/0053323 A1, 2024-02-15
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same", Patent Application, United States of America, 18/260090, 2023-06-30
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Application, Patent Cooperation Treaty, PCT/KR2021/013531, 2021-10-01
  • Awards
  • 조수호, "Crystals - 2022 Best Ph.D. Thesis Award", 2022-12-31
  • 조수호, "한국연구재단 2022년도 이공분야 학문균형발전지원사업 - 창의도전연구과제 수주", 2022-06-01
  • 조수호, 윤병동, "2021년 한국센서학회 추계학술대회 - 우수 발표 논문상", 2021-10-29
  • 조수호, "대한기계학회 CAE 및 응용역학부문 2021년도 - 우수학위논문상(박사)", 2021-08-26
  • 조수호, 윤병동, "Crystals - Editor's Choice Article", 2021-06-05
  • 조수호, 윤헌준, 신용창, 윤병동, "대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회 - 우수논문상", 2020-08-20
  • 조수호, "대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회 - 우수학생발표상", 2020-08-20
  • 조수호, 윤헌준, 신용창, 김미소, 윤병동, "Journal of Applied Physics - Front Cover & Featured Article", 2020-04-30
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "한국소음진동공학회 2018년도 추계학술대회 - 논문우수발표상", 2019-02-21
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회 - 우수논문상", 2018-04-27
  • 조수호, "대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회 학생논문발표경진대회 - 금상(2위)", 2018-04-27
  • 윤헌준, 신용창, 조수호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2016-12-15

  • Soo-Ho Jo^* and Donghyu Lee, "An Improved Analytical Model of a Thick Defective Phononic Crystal for Bending Wave Excitation", International Journal of Mechanical Sciences, 2024-02
  • Donghyu Lee, Byeng D. Youn^*, and Soo-Ho Jo^*, "Deep-learning-based Framework for Inverse Design of a Defective Phononic Crystal for Narrowband Filtering", International Journal of Mechanical Sciences, 2023-10
  • Soo-Ho Jo^*, Donghyu Lee, and Byeng D. Youn, "Defect-band Splitting of a One-dimensional Phononic Crystal with Double Defects for Bending Wave Excitation ", Mathematics, 2023-09
  • Soo-Ho Jo^* and Donghyu Lee, "Flexural-wave-generation Using a Phononic Crystal with a Piezoelectric Defect ", Applied Mathematics and Mechanics (English Edition), 2023-08
  • Hyeonchan Lee, Wongon Kim^*, Hyejeong Son, Hyunhee Choi, Soo-Ho Jo, and Byeng D. Youn^*, "A New Initial Point Search Algorithm for Bayesian Calibration with Insufficient Statistical Information: Greedy Stochastic Section Search ", Structural and Multidisciplinary Optimization, 2023-06
  • Soo-Ho Jo^*, Donghyu Lee, Heonjun Yoon, and Byeng D. Youn, "Double Piezoelectric Defects in Phononic Crystals for Ultrasonic Transducers ", Journal of Physics D: Applied Physics, 2023-02
  • Soo-Ho Jo and Byeng D. Youn^*, "Longitudinal Wave Localization Using a One-dimensional Phononic Crystal with Differently Patterned Double Defects ", International Journal of Mechanical Sciences, 2023-01
  • Soo-Ho Jo^* and Byeng D. Youn^*, "Enhanced Ultrasonic Wave Generation Using Energy-localized Behaviors of Phononic Crystals", International Journal of Mechanical Sciences, 2022-08
  • Soo-Ho Jo and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Target Frequency Matching Using an Analytical Approach ", Mechanics of Advanced Materials and Structures, 2022-07
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Byeng D.Youn^*, and Miso Kim^*, "L-shape Triple Defects in a Phononic Crystal for Broadband Piezoelectric Energy Harvesting ", Nano Convergence, 2022-06
  • Feichao Cai, Soo-Ho Jo, Yuqin Ma^*, Haiyin Guo, Yi Xu , Wei Xu, and Fei Li , "Effect of Four Groups of GO-CF/EP Composites with Ideal Infiltration Structure and Different Layering Ways on Damping Properties", Polymers, 2022-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon^*, and Byeng D. Youn^*, " Design Principle for Effective Mechanical Boundary Using a Resonance Band Gap under Elastic Waves", Journal of Computational Design and Engineering, 2022-04
  • Sunuwe Kim, Jongmin Park, Wongon Kim, Soo-Ho Jo^*, and Byeng D. Youn^*, "Learning from Even a Weak Teacher: Bridging Rule-based Duval Method and a Deep Neural Network for Power Transformer Fault Diagnosis ", International Journal of Electrical Power and Energy Systems, 2022-03
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "Revealing Defect-mode-enabled Energy Localization Mechanisms of a One-dimensional Phononic Crystal ", International Journal of Mechanical Sciences, 2022-02
  • Soo-Ho Jo and Byeng D. Youn^*, "An Explicit Solution for the Design of a Target-frequency-customized, Piezoelectric-defect-introduced Phononic Crystal for Elastic Wave Energy Harvesting ", Journal of Applied Physics, 2021-11
  • Soo-Ho Jo and Byeng D. Youn^*, "An Improved Analytical Model that Considers Lateral Effects of a Phononic Crystal with a Piezoelectric Defect for Elastic Wave Energy Harvesting", International Journal of Mechanical Sciences, 2021-09
  • Soo-Ho Jo, Yong Chang Shin, Wonjae Choi, Heonjun Yoon, Byeng D. Youn^*, and Miso Kim^*, "Double defects-induced Elastic Wave Coupling and Energy Localization in a Phononic Crystal ", Nano Convergence, 2021-09
  • Soo-Ho Jo and Byeng D. Youn^*, "A Phononic Crystal with Differently Configured Double Defects for Broadband Elastic Wave Energy Localization and Harvesting ", Crystals, 2021-06
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "An Analytical Model of a Phononic Crystal with a Piezoelectric Defect for Energy Harvesting Using an Electroelastically Coupled Transfer Matrix", International Journal of Mechanical Sciences, 2021-03
  • Soo-Ho Jo¹, Yiwei Xia¹, Adriane G. Moura, Heonjun Yoon^*, Yong Chang Shin, Alper Erturk, and Byeng D. Youn, "Experimentally Validated Broadband Self-Collimation of Elastic Waves ", International Journal of Mechanical Sciences, 2021-02
  • Yong Chang Shin¹, Heonjun Yoon¹, Soo-Ho Jo, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Phononic Band Gap of a Quarter-Wave Stack for Enhanced Piezoelectric Energy Harvesting ", International Journal of Mechanical Sciences, 2021-01
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Tae-Gon Lee, Soo-Ho Jo, Hong Min Seung, Sun-Woo Kim, Eun-Ji Kim, Byeng D. Youn, Sahn Nahm^*, and Miso Kim^*, "Enhanced Energy Transfer and Conversion for High Performance Phononic Crystal-Assisted Elastic Wave Energy Harvesting ", Nano Energy, 2020-12
  • Sunuwe Kim¹, Soo-Ho Jo¹, Wongon Kim, Jongmin Park, Jingyo Jeong, Yeongmin Han, Daeil Kim, and Byeng D. Youn^*, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", IEEE Access, 2020-10
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "A Graded Phononic Crystal with Decoupled Double Defects for Broadband Energy Localization ", International Journal of Mechanical Sciences, 2020-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Energy Localization and Harvesting: Supercell Size and Defect Location", International Journal of Mechanical Sciences, 2020-08
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Miso Kim^*, and Byeng D. Youn^*, "Elastic Wave Localization and Harvesting Using Double Defect Modes of a Phononic Crystal ", Journal of Applied Physics, 2020-04
  • Soo-Ho Jo¹, Boseong Seo¹, Hyunseok Oh^*, Byeng D. Youn^*, and Dongki Lee, "Model-based Fault Detection Method for Coil Burnout in Solenoid Valves Subjected to Dynamic Thermal Loading ", IEEE Access, 2020-04
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn^*, "Topology Optimization for Phononic Band Gap Maximization Considering a Target Driving Frequency ", JMST Advances, 2019-06
  • Choon-Su Park¹, Yong Chang Shin¹, Soo-Ho Jo, Heonjun Yoon, Wonjae Choi, Byeng D. Youn^*, and Miso Kim^*, "Two-dimensional Octagonal Phononic Crystals for Highly Dense Piezoelectric Energy Harvesting", Nano Energy, 2019-03

  • 서보성, 이규석, 조수호, 오현석, 윤병동, "도시철도차량 제동장치의 솔레노이드 밸브에 대한 전류기반 고장진단기법 개발 ", 대한기계학회논문집 A권, 2016-09

  • Donghyu Lee, Byeng D. Youn and Soo-Ho Jo, "Deep Learning-based Design Methodology of a Phononic Crystal with a Defect for Narrow Bandpass Filtering ", 15th World Congress of Structural and Multidisciplinary Optimization, 2023-06-05
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Resonance in Elastic Waves for Enhanced Piezoelectric Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Modeling and Design of a Phononic Crystal with Piezoelectric Defects for Broadband Energy Localization and Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sunuwe Kim, Soo-Ho Jo, Wongon Kim, Jongmin Park, and Byeng D. Youn, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) to Extract a Health Feature Space for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Heonjun Yoon, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn, "Modeling and Analysis of Piezoelectric Vibration Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Phononic Crystals for Elastic Wave Energy Localization and Harvesting ", International Symposium on Precision Engineering and Sustainable Manufacturing 2021, 2021-07-21
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim, and Byeng D. Youn, "Multiple Defect Modes of a Phononic Crystal and Its Application to Broadband Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Manipulation of Standing Wave Using Metamaterials for Enhanced Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Design Optimization of a Locally Resonant Metastructure for Enhanced Energy Harvesting: Standing Wave Manipulation Approach ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn , "Design Optimization of Phononic Crystals with a Point Defect for Resonance Frequency Matching ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Heonjun Yoon, Hyeon Bae Kong, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn , "Can Deep Learning Be Used for Dispersion Engineering of Phononic Crystals? ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Realization of Frequency Dependent Effective Boundary Conditions Using Elastic Metamaterials, ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Analytical Modeling for Defect Band Splitting of a Phononic Crystal with Double Defects ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Byeng D. Youn, Miso Kim, Choon-Su Park and Wonjae Choi, "Enhanced Piezoelectric Energy Harvesting Using Multiple Defect Modes of a Phononic Crystal ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2018-11-13
  • Byeng D. Youn, Heonjun Yoon, Yong Chang Shin and Soo-Ho Jo, "Modeling and Analysis of Piezoelectric Energy Harvesting and Its Extension to Metamaterial-based Design ", 7th International Conference on Smart Materials and Structures, 2018-07-03
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin and Byeng D. Youn, "Why is a Defect Band Created within Bandgap of Elastic Metamaterials? ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo and Byeng D. Youn, "Minimization of Evanescent Field in One-Dimensional Finite Elastic Metamaterial ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Soo-Ho Jo, Dongki Lee, Byeng D. Youn, and Hyunseok Oh, "A Solenoid Valve Multi-physics Model for Railway Braking System Diagnosis: Development and Validation ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Miso Kim, Choon-Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Metamaterial-based Enhancement of Elastic Wave Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Guilian Yi, Miso Kim, Choon-Su Park, Wonjae Choi, Byeng D. Youn, "A Metamaterial-based Energy Harvester Design for Enhanced Power Supply to Wireless Sensor Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "2D Phononic Band Gap Maximization for Broadband Energy Harvesting around a Target Driving Frequency ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon- Su Park, and Wonjae Choi, "Metamaterial-based Energy Harvester Design: Prevention of Wave Cancellation ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Miso Kim, Choon- Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Experimental Demonstration of Metamaterial-based Elastic Energy Focusing and Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Soo-Ho Jo, Yong Chang Shin, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, and Wonjae Choi, "Broadband Energy Harvesting Using Phononic Crystal with Multiple Defects", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-28
  • Heonjun Yoon, Yong Chang Shin, Soo-Ho Jo, and Byeng D. Youn, "Uncertainty Propagation in Piezoelectric Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-26
  • Byeng D. Youn, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Miso Kim, Choon-Su Park, and Wonjae Choi, "Advances in Energy Focusing, Localization and Harvesting ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Choon-Su Park, Wonjae Choi, Guilian Yi, and Byeng D. Youn , "Phononic Crystal-based Energy Focusing and Harvesting: From Unitcell to Structure Design ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "Solenoid Valve Diagnosis for Railway Braking Systems with Embedded Sensor Signals and Physical Interpreration ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "An Electrical-Current-Based Fault Detection Method for Solenoid Valves in Transportation Applications ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25

  • 이동휴, 김태훈, 윤병동, 조수호, "이중 결함 인가 음향양자 결정의 딥러닝 기반 역설계 ", 대한기계학회 2023년 학술대회, 2023-11-01
  • 조수호, 윤병동, "다른 형상을 가진 이중 결함 인가 음향양자 결정의 에너지 국부화 양상 ", 대한기계학회 2022년 학술대회, 2022-11-09
  • 이상경, 임주현, 이동휴, 조수호, 한진오, 윤병동, "비침습적 대동맥류 발생 위치 진단을 위한 딥러닝 기반 모델 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 이동휴, 임주현, 김수호, 조수호, 한진오, 윤병동, "다양한 질환 위치 하에서 강건한 말초동맥질환 심각도 추정을 위한 딥러닝 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 임주현, 이동휴, 이인찬, 이상경, 조수호, 한진오, 윤병동, "다양한 흉복부대동맥류 타입에 강건한 딥러닝 기반 진단 알고리즘 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 조수호, 윤병동, "음향양자 결정의 결함 모드를 활용한 공진형 압전 트랜스듀서 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 조수호, 윤헌준, 신용창, 윤병동, "다중 공진을 위한 삼중 결함 인가 음향양자 결정 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 조수호, 윤병동, "Defect-mode-induced Energy Localization of a Phononic Crystal and Its Application to Sensing and Transducing Systems for Elastic Waves ", 2021년 한국센서학회 추계학술대회, 2021-10-29
  • 조수호, 윤병동, "Broadband Power Generation Using Decoupling Characteristics of Double Defects in a Phononic Crystal ", 2021년 한국센서학회 추계학술대회, 2021-10-28
  • 조수호, 윤병동, "목표 주파수 맞춤형 압전 결함 인가 음향양자 결정 설계 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 조수호, 윤병동, "측면 방향 변형을 고려한 압전 결함 인가 음향양자 결정의 수확 전력 예측 모델 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 윤헌준, 공현배, 조수호, 신용창, 윤병동, "딥러닝 기반 음향양자 결정 분산관계 해석 ", 2021년도 춘계 소음진동 학술대회, 2021-05-28
  • 윤헌준, 조수호, 신용창, 윤병동, "파동 특이현상과 에너지 변환 도메인 융합 기술 ", 2020년도 추계 소음진동 학술대회, 2020-11-19
  • 김선의, 조수호, 김원곤, 박종민, 윤병동, "변압기 고장 진단을 위한 유중가스분석 기반 준감독 오토인코더와 보조 학습으로 건전성 평면 추출", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 신용창, 윤헌준, 조수호, 윤병동, "음향양자 결정을 이용한 주파수 의존 경계조건 구현 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "압전 결함 인가 음향양자 결정의 수학적 해석 모델 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 서보성, 오현석, 윤병동, 이동기, "동적 온도 부하에 강건한 솔레노이드 밸브의 전류 기반 고장 검출법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 조수호, 서보성, 오현석, 윤병동, 이동기, "다양한 운행 온도 하 솔레노이드 코일 열화 소손 검출법 실험적 검증 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 다중 결함 탈동조화를 통한 광대역 공진 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 신용창, 윤헌준, 조수호, 윤병동, "국부 공진형 메타구조을 이용한 정상파 패터닝 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 조수호, 오현석, 서보성, 이동기, 윤병동, "온도 부하에 강건한 솔레노이드 밸브의 모델기반 고장 진단법 개발 ", 한국정밀공학회 2019 추계학술대회, 2019-10-30
  • 조수호, 윤헌준, 신용창, 최원재, 박춘수, 김미소, 윤병동, "Multiple Defect Modes of a Phononic Crystal for Broadband Energy Localization ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 남산, 이태곤, 조수호, 김미소, "Relation between the Size and Physical Properties of Piezoelectric Ceramics and the Output Power of Metamaterial Assisted Piezoelectric Energy Harvester ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 이태곤, 조수호, 김미소, 남산, "Optimal Design of Piezoelectric Ceramics for Phononic Crystal-based Energy Harvesting ", 2019 한국전기전자재료학회 하계학술대회, 2019-06-20
  • 조수호, 윤헌준, 신용창, 윤병동, "동주파수 곡선 해석을 이용한 이방성 탄성 메타물질 기반 탄성파 시준(視準) ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "주파수 의존 유효 경계 조건을 위한 공진형 메타구조 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "탄성 메타물질의 밴드 갭 반사 기반 고체 매질의 경게조건 설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 결함 밴드 형성에 대한 수학적 해석 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "결함이 인가된 음향양자 결정의 다중 공진 모드와 압전 에너지 수확으로의 적용 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 윤헌준, 신용창, 조수호, 윤병동, "Elastic Metamaterial-Inspired Piezoelectric Energy Harvesting ", Mechanical Metamaterials Conference 2018, 2018-10-05
  • 윤병동, 윤헌준, 신용창, 조수호, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계", 2018 한국전기전자재료학회 하계학술대회, 2018-06-22
  • 조수호, 윤헌준, 신용창, 윤병동, "포노닉 밴드갭 내 다중 결함 밴드를 이용한 광대역 압전 에너지 수확 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 오현석, 조수호, 이동기, 윤병동, "철도차량 상태기반 유지보수를 위한 전공 밸브 건정성 예지진단 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 조수호, 신용창, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 및 해석기술 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 신용창, 조수호, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계 ", 2017 한국전기전자재료학회 하계학술대회, 2017-06-22
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "음향양자 결정의 결함 모드를 이용한 에너지 국부화 및 수확 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 이동기, 조수호, 윤병동, 오현석, "솔레노이드 밸브의 전류 기반 손상 진단법에 대한 온도 부하의 영향 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 조수호, 오현석, 윤병동, 서보성, "도시철도차량 제동장치 솔레노이드 밸브 다중물리해석 ", 대한기계학회 2016년도 학술대회, 2016-12-15

  • 등록된 실적이 없습니다.

  • Byeng D. Youn and Soo-Ho Jo, "Metamaterial-based Elastic Wave Parallel Translator ", Patent Registration, Republic of Korea, 10-2628439, 2024-01-18
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Method and Apparatus for Power Transformer Fault Diagnosis ", Patent Registration, Republic of Korea, 10-2374551, 2022-03-10
  • Byeng D. Youn and Soo-Ho Jo, "Elastic Wave Energy Harvesting Apparatus Based on Piezoelectric Defect ", Patent Registration, Republic of Korea, 10-2354341, 2022-01-18
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Registration, Republic of Korea, 10-2354342, 2022-01-18
  • Byeng D. Youn and Soo-Ho Jo, "Apparatus for Matamaterial-Based Elastic Wave Energy Localization ", Patent Registration, Republic of Korea, 10-2354340, 2022-01-18
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Metamaterial-based Broadband Elastic Wave Collimator", Patent Registration, Republic of Korea, 10-2316421, 2021-10-18
  • Byeng D. Youn and Soo-Ho Jo, "Metamaterial-based Elastic Wave Parallel Translator ", Patent Registration, Republic of Korea, 10-2311585, 2021-10-05
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Wonjae Choi, and Choon-Su Park, "Elastic Metamaterial Structure Having Octagonal Hole ", Patent Registration, Republic of Korea, 10-2243507, 2021-04-16
  • Byeng D. Youn, Soo-Ho Jo, Boseong Seo, Dongki Lee, and Hyunseok Oh, "Fault Detection Method for Electronic Valve ", Patent Registration, Republic of Korea, 10-2223767, 2021-02-26
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Miso Kim, and Wonjae Choi, "Defect-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2217914, 2021-02-15
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Gradient Phononic Crystal-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2212083, 2021-01-29
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, and Soo-Ho Jo, "Energy Harvester Based on Metamaterial", Patent Registration, Republic of Korea, 10-1885731, 2018-07-31
  • Byeng D. Youn, Hyunseok Oh, Boseong Seo, and Soo-Ho Jo, "Failure Determination Method of Valve for Braking Vehicle ", Patent Registration, Republic of Korea, 10-1851943, 2018-04-19
  • Byeng D. Youn, Sunwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same ", Patent Application, United States of America, US 2024/0053323 A1, 2024-02-15
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same", Patent Application, United States of America, 18/260090, 2023-06-30
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Application, Patent Cooperation Treaty, PCT/KR2021/013531, 2021-10-01

  • 조수호, "Crystals - 2022 Best Ph.D. Thesis Award", 2022-12-31
  • 조수호, "한국연구재단 2022년도 이공분야 학문균형발전지원사업 - 창의도전연구과제 수주", 2022-06-01
  • 조수호, 윤병동, "2021년 한국센서학회 추계학술대회 - 우수 발표 논문상", 2021-10-29
  • 조수호, "대한기계학회 CAE 및 응용역학부문 2021년도 - 우수학위논문상(박사)", 2021-08-26
  • 조수호, 윤병동, "Crystals - Editor's Choice Article", 2021-06-05
  • 조수호, 윤헌준, 신용창, 윤병동, "대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회 - 우수논문상", 2020-08-20
  • 조수호, "대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회 - 우수학생발표상", 2020-08-20
  • 조수호, 윤헌준, 신용창, 김미소, 윤병동, "Journal of Applied Physics - Front Cover & Featured Article", 2020-04-30
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "한국소음진동공학회 2018년도 추계학술대회 - 논문우수발표상", 2019-02-21
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회 - 우수논문상", 2018-04-27
  • 조수호, "대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회 학생논문발표경진대회 - 금상(2위)", 2018-04-27
  • 윤헌준, 신용창, 조수호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2016-12-15

  Name	Soo-Ho Jo (조수호)
  Graduation Year	February 2021
  Doctoral Dissertation	Modeling and Design of a Phononic Crystal with Piezoelectric Defects for Broadband Energy Localization and Harvesting
  Research Area	Elastic Metamaterial-based Wave Manipulation Piezoelectric Energy Harvesting Physics-based and Data-driven Modeling and Design [Website][Google Scholar]
  Location	Assistant Professor in the Department of Mechanical, Robotics and Energy Engineering at Dongguk University
  E-mail	soohojo@dgu.ac.kr
  View Publications

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• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Byeng D.Youn^*, and Miso Kim^*, "L-shape Triple Defects in a Phononic Crystal for Broadband Piezoelectric Energy Harvesting ", Nano Convergence, 2022-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon^*, and Byeng D. Youn^*, " Design Principle for Effective Mechanical Boundary Using a Resonance Band Gap under Elastic Waves", Journal of Computational Design and Engineering, 2022-04
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "Revealing Defect-mode-enabled Energy Localization Mechanisms of a One-dimensional Phononic Crystal ", International Journal of Mechanical Sciences, 2022-02
  • Soo-Ho Jo, Yong Chang Shin, Wonjae Choi, Heonjun Yoon, Byeng D. Youn^*, and Miso Kim^*, "Double defects-induced Elastic Wave Coupling and Energy Localization in a Phononic Crystal ", Nano Convergence, 2021-09
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "An Analytical Model of a Phononic Crystal with a Piezoelectric Defect for Energy Harvesting Using an Electroelastically Coupled Transfer Matrix", International Journal of Mechanical Sciences, 2021-03
  • Soo-Ho Jo¹, Yiwei Xia¹, Adriane G. Moura, Heonjun Yoon^*, Yong Chang Shin, Alper Erturk, and Byeng D. Youn, "Experimentally Validated Broadband Self-Collimation of Elastic Waves ", International Journal of Mechanical Sciences, 2021-02
  • Yong Chang Shin¹, Heonjun Yoon¹, Soo-Ho Jo, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Phononic Band Gap of a Quarter-Wave Stack for Enhanced Piezoelectric Energy Harvesting ", International Journal of Mechanical Sciences, 2021-01
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "A Graded Phononic Crystal with Decoupled Double Defects for Broadband Energy Localization ", International Journal of Mechanical Sciences, 2020-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Energy Localization and Harvesting: Supercell Size and Defect Location", International Journal of Mechanical Sciences, 2020-08
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Miso Kim^*, and Byeng D. Youn^*, "Elastic Wave Localization and Harvesting Using Double Defect Modes of a Phononic Crystal ", Journal of Applied Physics, 2020-04
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn^*, "Topology Optimization for Phononic Band Gap Maximization Considering a Target Driving Frequency ", JMST Advances, 2019-06
  • Choon-Su Park¹, Yong Chang Shin¹, Soo-Ho Jo, Heonjun Yoon, Wonjae Choi, Byeng D. Youn^*, and Miso Kim^*, "Two-dimensional Octagonal Phononic Crystals for Highly Dense Piezoelectric Energy Harvesting", Nano Energy, 2019-03
  • International Conference
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Resonance in Elastic Waves for Enhanced Piezoelectric Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Modeling and Design of a Phononic Crystal with Piezoelectric Defects for Broadband Energy Localization and Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Heonjun Yoon, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn, "Modeling and Analysis of Piezoelectric Vibration Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Phononic Crystals for Elastic Wave Energy Localization and Harvesting ", International Symposium on Precision Engineering and Sustainable Manufacturing 2021, 2021-07-21
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim, and Byeng D. Youn, "Multiple Defect Modes of a Phononic Crystal and Its Application to Broadband Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Manipulation of Standing Wave Using Metamaterials for Enhanced Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Design Optimization of a Locally Resonant Metastructure for Enhanced Energy Harvesting: Standing Wave Manipulation Approach ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn , "Design Optimization of Phononic Crystals with a Point Defect for Resonance Frequency Matching ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Heonjun Yoon, Hyeon Bae Kong, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn , "Can Deep Learning Be Used for Dispersion Engineering of Phononic Crystals? ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Realization of Frequency Dependent Effective Boundary Conditions Using Elastic Metamaterials, ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Analytical Modeling for Defect Band Splitting of a Phononic Crystal with Double Defects ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Byeng D. Youn, Miso Kim, Choon-Su Park and Wonjae Choi, "Enhanced Piezoelectric Energy Harvesting Using Multiple Defect Modes of a Phononic Crystal ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2018-11-13
  • Byeng D. Youn, Heonjun Yoon, Yong Chang Shin and Soo-Ho Jo, "Modeling and Analysis of Piezoelectric Energy Harvesting and Its Extension to Metamaterial-based Design ", 7th International Conference on Smart Materials and Structures, 2018-07-03
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin and Byeng D. Youn, "Why is a Defect Band Created within Bandgap of Elastic Metamaterials? ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo and Byeng D. Youn, "Minimization of Evanescent Field in One-Dimensional Finite Elastic Metamaterial ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Miso Kim, Choon-Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Metamaterial-based Enhancement of Elastic Wave Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Guilian Yi, Miso Kim, Choon-Su Park, Wonjae Choi, Byeng D. Youn, "A Metamaterial-based Energy Harvester Design for Enhanced Power Supply to Wireless Sensor Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "2D Phononic Band Gap Maximization for Broadband Energy Harvesting around a Target Driving Frequency ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon- Su Park, and Wonjae Choi, "Metamaterial-based Energy Harvester Design: Prevention of Wave Cancellation ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Miso Kim, Choon- Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Experimental Demonstration of Metamaterial-based Elastic Energy Focusing and Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Soo-Ho Jo, Yong Chang Shin, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, and Wonjae Choi, "Broadband Energy Harvesting Using Phononic Crystal with Multiple Defects", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-28
  • Heonjun Yoon, Yong Chang Shin, Soo-Ho Jo, and Byeng D. Youn, "Uncertainty Propagation in Piezoelectric Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-26
  • Byeng D. Youn, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Miso Kim, Choon-Su Park, and Wonjae Choi, "Advances in Energy Focusing, Localization and Harvesting ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Choon-Su Park, Wonjae Choi, Guilian Yi, and Byeng D. Youn , "Phononic Crystal-based Energy Focusing and Harvesting: From Unitcell to Structure Design ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Guilian Yi, Byeng D. Youn, "Modeling and Design of Metamaterial-based Energy Harvester Considering Wave Cancellation ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Byeng D. Youn, and Yong Chang Shin, "System Reliability Analysis for Power Generation and Durability of Piezoelectric Energy Harvester under Inherent Variability in Material Properties and Geometry ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Guilian Yi, Yong Chang Shin, Byeng D. Youn, "System Reliability-based Design Optimization of a Piezoelectric Energy Harvester under Multiple Correlated Failure Modes ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-25
  • Domestic Conference
  • 조수호, 윤헌준, 신용창, 윤병동, "다중 공진을 위한 삼중 결함 인가 음향양자 결정 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 윤헌준, 공현배, 조수호, 신용창, 윤병동, "딥러닝 기반 음향양자 결정 분산관계 해석 ", 2021년도 춘계 소음진동 학술대회, 2021-05-28
  • 윤헌준, 조수호, 신용창, 윤병동, "파동 특이현상과 에너지 변환 도메인 융합 기술 ", 2020년도 추계 소음진동 학술대회, 2020-11-19
  • 신용창, 윤헌준, 조수호, 윤병동, "음향양자 결정을 이용한 주파수 의존 경계조건 구현 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "압전 결함 인가 음향양자 결정의 수학적 해석 모델 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 다중 결함 탈동조화를 통한 광대역 공진 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 신용창, 윤헌준, 조수호, 윤병동, "국부 공진형 메타구조을 이용한 정상파 패터닝 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 조수호, 윤헌준, 신용창, 최원재, 박춘수, 김미소, 윤병동, "Multiple Defect Modes of a Phononic Crystal for Broadband Energy Localization ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 조수호, 윤헌준, 신용창, 윤병동, "동주파수 곡선 해석을 이용한 이방성 탄성 메타물질 기반 탄성파 시준(視準) ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "주파수 의존 유효 경계 조건을 위한 공진형 메타구조 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "탄성 메타물질의 밴드 갭 반사 기반 고체 매질의 경게조건 설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 결함 밴드 형성에 대한 수학적 해석 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "결함이 인가된 음향양자 결정의 다중 공진 모드와 압전 에너지 수확으로의 적용 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 윤헌준, 신용창, 조수호, 윤병동, "Elastic Metamaterial-Inspired Piezoelectric Energy Harvesting ", Mechanical Metamaterials Conference 2018, 2018-10-05
  • 윤병동, 윤헌준, 신용창, 조수호, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계", 2018 한국전기전자재료학회 하계학술대회, 2018-06-22
  • 조수호, 윤헌준, 신용창, 윤병동, "포노닉 밴드갭 내 다중 결함 밴드를 이용한 광대역 압전 에너지 수확 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 윤병동, 조수호, 신용창, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 및 해석기술 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 신용창, 조수호, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계 ", 2017 한국전기전자재료학회 하계학술대회, 2017-06-22
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "음향양자 결정의 결함 모드를 이용한 에너지 국부화 및 수확 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 신용창, 윤헌준, 윤병동, "포노닉 밴드갭을 이용한 고밀도 에너지 하베스팅 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • Patent
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Metamaterial-based Broadband Elastic Wave Collimator", Patent Registration, Republic of Korea, 10-2316421, 2021-10-18
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Wonjae Choi, and Choon-Su Park, "Elastic Metamaterial Structure Having Octagonal Hole ", Patent Registration, Republic of Korea, 10-2243507, 2021-04-16
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Miso Kim, and Wonjae Choi, "Defect-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2217914, 2021-02-15
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Gradient Phononic Crystal-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2212083, 2021-01-29
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, and Soo-Ho Jo, "Energy Harvester Based on Metamaterial", Patent Registration, Republic of Korea, 10-1885731, 2018-07-31
  • Awards
  • 조수호, 윤헌준, 신용창, 윤병동, "대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회 - 우수논문상", 2020-08-20
  • 조수호, 윤헌준, 신용창, 김미소, 윤병동, "Journal of Applied Physics - Front Cover & Featured Article", 2020-04-30
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "한국소음진동공학회 2018년도 추계학술대회 - 논문우수발표상", 2019-02-21
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회 - 우수논문상", 2018-04-27
  • 윤헌준, 신용창, 조수호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2016-12-15

  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Byeng D.Youn^*, and Miso Kim^*, "L-shape Triple Defects in a Phononic Crystal for Broadband Piezoelectric Energy Harvesting ", Nano Convergence, 2022-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon^*, and Byeng D. Youn^*, " Design Principle for Effective Mechanical Boundary Using a Resonance Band Gap under Elastic Waves", Journal of Computational Design and Engineering, 2022-04
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "Revealing Defect-mode-enabled Energy Localization Mechanisms of a One-dimensional Phononic Crystal ", International Journal of Mechanical Sciences, 2022-02
  • Soo-Ho Jo, Yong Chang Shin, Wonjae Choi, Heonjun Yoon, Byeng D. Youn^*, and Miso Kim^*, "Double defects-induced Elastic Wave Coupling and Energy Localization in a Phononic Crystal ", Nano Convergence, 2021-09
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "An Analytical Model of a Phononic Crystal with a Piezoelectric Defect for Energy Harvesting Using an Electroelastically Coupled Transfer Matrix", International Journal of Mechanical Sciences, 2021-03
  • Soo-Ho Jo¹, Yiwei Xia¹, Adriane G. Moura, Heonjun Yoon^*, Yong Chang Shin, Alper Erturk, and Byeng D. Youn, "Experimentally Validated Broadband Self-Collimation of Elastic Waves ", International Journal of Mechanical Sciences, 2021-02
  • Yong Chang Shin¹, Heonjun Yoon¹, Soo-Ho Jo, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Phononic Band Gap of a Quarter-Wave Stack for Enhanced Piezoelectric Energy Harvesting ", International Journal of Mechanical Sciences, 2021-01
  • Hyeon Bae Kong, Soo-Ho Jo^*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth ", International Journal of Prognostics and Health Management, 2020-12
  • Soo-Ho Jo, Heonjun Yoon^*, Yong Chang Shin, and Byeng D. Youn^*, "A Graded Phononic Crystal with Decoupled Double Defects for Broadband Energy Localization ", International Journal of Mechanical Sciences, 2020-10
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim^*, and Byeng D. Youn^*, "Designing a Phononic Crystal with a Defect for Energy Localization and Harvesting: Supercell Size and Defect Location", International Journal of Mechanical Sciences, 2020-08
  • Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Miso Kim^*, and Byeng D. Youn^*, "Elastic Wave Localization and Harvesting Using Double Defect Modes of a Phononic Crystal ", Journal of Applied Physics, 2020-04
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn^*, "Topology Optimization for Phononic Band Gap Maximization Considering a Target Driving Frequency ", JMST Advances, 2019-06
  • Choon-Su Park¹, Yong Chang Shin¹, Soo-Ho Jo, Heonjun Yoon, Wonjae Choi, Byeng D. Youn^*, and Miso Kim^*, "Two-dimensional Octagonal Phononic Crystals for Highly Dense Piezoelectric Energy Harvesting", Nano Energy, 2019-03

  • 등록된 실적이 없습니다.

  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Resonance in Elastic Waves for Enhanced Piezoelectric Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Modeling and Design of a Phononic Crystal with Piezoelectric Defects for Broadband Energy Localization and Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Heonjun Yoon, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn, "Modeling and Analysis of Piezoelectric Vibration Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Phononic Crystals for Elastic Wave Energy Localization and Harvesting ", International Symposium on Precision Engineering and Sustainable Manufacturing 2021, 2021-07-21
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Wonjae Choi, Choon-Su Park, Miso Kim, and Byeng D. Youn, "Multiple Defect Modes of a Phononic Crystal and Its Application to Broadband Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Manipulation of Standing Wave Using Metamaterials for Enhanced Piezoelectric Energy Harvesting ", The 4th International Conference on Active Materials and Soft Mechatronics, 2019-10-18
  • Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Design Optimization of a Locally Resonant Metastructure for Enhanced Energy Harvesting: Standing Wave Manipulation Approach ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn , "Design Optimization of Phononic Crystals with a Point Defect for Resonance Frequency Matching ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Heonjun Yoon, Hyeon Bae Kong, Soo-Ho Jo, Yong Chang Shin, and Byeng D. Youn , "Can Deep Learning Be Used for Dispersion Engineering of Phononic Crystals? ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-22
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "Realization of Frequency Dependent Effective Boundary Conditions Using Elastic Metamaterials, ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, and Byeng D. Youn, "Analytical Modeling for Defect Band Splitting of a Phononic Crystal with Double Defects ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2019, 2019-03-04
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Byeng D. Youn, Miso Kim, Choon-Su Park and Wonjae Choi, "Enhanced Piezoelectric Energy Harvesting Using Multiple Defect Modes of a Phononic Crystal ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2018-11-13
  • Byeng D. Youn, Heonjun Yoon, Yong Chang Shin and Soo-Ho Jo, "Modeling and Analysis of Piezoelectric Energy Harvesting and Its Extension to Metamaterial-based Design ", 7th International Conference on Smart Materials and Structures, 2018-07-03
  • Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin and Byeng D. Youn, "Why is a Defect Band Created within Bandgap of Elastic Metamaterials? ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo and Byeng D. Youn, "Minimization of Evanescent Field in One-Dimensional Finite Elastic Metamaterial ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2018, 2018-03-08
  • Miso Kim, Choon-Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Metamaterial-based Enhancement of Elastic Wave Energy Harvesting ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Guilian Yi, Miso Kim, Choon-Su Park, Wonjae Choi, Byeng D. Youn, "A Metamaterial-based Energy Harvester Design for Enhanced Power Supply to Wireless Sensor Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-13
  • Guilian Yi, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, and Byeng D. Youn, "2D Phononic Band Gap Maximization for Broadband Energy Harvesting around a Target Driving Frequency ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon- Su Park, and Wonjae Choi, "Metamaterial-based Energy Harvester Design: Prevention of Wave Cancellation ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Miso Kim, Choon- Su Park, Wonjae Choi, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, and Byeng D. Youn, "Experimental Demonstration of Metamaterial-based Elastic Energy Focusing and Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-29
  • Soo-Ho Jo, Yong Chang Shin, Heonjun Yoon, Byeng D. Youn, Miso Kim, Choon-Su Park, and Wonjae Choi, "Broadband Energy Harvesting Using Phononic Crystal with Multiple Defects", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-28
  • Heonjun Yoon, Yong Chang Shin, Soo-Ho Jo, and Byeng D. Youn, "Uncertainty Propagation in Piezoelectric Energy Harvesting ", SPIE Smart Structures and Materials + Nondestructive Evaluation 2017, 2017-03-26
  • Byeng D. Youn, Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon, Miso Kim, Choon-Su Park, and Wonjae Choi, "Advances in Energy Focusing, Localization and Harvesting ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Choon-Su Park, Wonjae Choi, Guilian Yi, and Byeng D. Youn , "Phononic Crystal-based Energy Focusing and Harvesting: From Unitcell to Structure Design ", International Conference on Electronic Materials and Nanotechnology for Green Environment, 2016-11-08
  • Yong Chang Shin, Heonjun Yoon, Guilian Yi, Byeng D. Youn, "Modeling and Design of Metamaterial-based Energy Harvester Considering Wave Cancellation ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Byeng D. Youn, and Yong Chang Shin, "System Reliability Analysis for Power Generation and Durability of Piezoelectric Energy Harvester under Inherent Variability in Material Properties and Geometry ", The 12th World Congress on Computational Mechanics, 2016-07-28
  • Heonjun Yoon, Guilian Yi, Yong Chang Shin, Byeng D. Youn, "System Reliability-based Design Optimization of a Piezoelectric Energy Harvester under Multiple Correlated Failure Modes ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-25

  • 조수호, 윤헌준, 신용창, 윤병동, "다중 공진을 위한 삼중 결함 인가 음향양자 결정 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 윤헌준, 공현배, 조수호, 신용창, 윤병동, "딥러닝 기반 음향양자 결정 분산관계 해석 ", 2021년도 춘계 소음진동 학술대회, 2021-05-28
  • 윤헌준, 조수호, 신용창, 윤병동, "파동 특이현상과 에너지 변환 도메인 융합 기술 ", 2020년도 추계 소음진동 학술대회, 2020-11-19
  • 신용창, 윤헌준, 조수호, 윤병동, "음향양자 결정을 이용한 주파수 의존 경계조건 구현 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "압전 결함 인가 음향양자 결정의 수학적 해석 모델 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 다중 결함 탈동조화를 통한 광대역 공진 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 신용창, 윤헌준, 조수호, 윤병동, "국부 공진형 메타구조을 이용한 정상파 패터닝 ", 한국정밀공학회 2019 추계학술대회, 2019-10-31
  • 조수호, 윤헌준, 신용창, 최원재, 박춘수, 김미소, 윤병동, "Multiple Defect Modes of a Phononic Crystal for Broadband Energy Localization ", 2019년 한국센서학회 추계학술대회, 2019-08-29
  • 조수호, 윤헌준, 신용창, 윤병동, "동주파수 곡선 해석을 이용한 이방성 탄성 메타물질 기반 탄성파 시준(視準) ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "주파수 의존 유효 경계 조건을 위한 공진형 메타구조 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 신용창, 윤헌준, 조수호, 윤병동, "탄성 메타물질의 밴드 갭 반사 기반 고체 매질의 경게조건 설계 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, "음향양자 결정의 결함 밴드 형성에 대한 수학적 해석 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "결함이 인가된 음향양자 결정의 다중 공진 모드와 압전 에너지 수확으로의 적용 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 윤헌준, 신용창, 조수호, 윤병동, "Elastic Metamaterial-Inspired Piezoelectric Energy Harvesting ", Mechanical Metamaterials Conference 2018, 2018-10-05
  • 윤병동, 윤헌준, 신용창, 조수호, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계", 2018 한국전기전자재료학회 하계학술대회, 2018-06-22
  • 조수호, 윤헌준, 신용창, 윤병동, "포노닉 밴드갭 내 다중 결함 밴드를 이용한 광대역 압전 에너지 수확 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 윤병동, 조수호, 신용창, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 및 해석기술 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 윤병동, 신용창, 조수호, 윤헌준, 이계연, "탄성메타물질 기반 에너지 집속 구조 해석 및 설계 ", 2017 한국전기전자재료학회 하계학술대회, 2017-06-22
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "음향양자 결정의 결함 모드를 이용한 에너지 국부화 및 수확 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-26
  • 신용창, 윤헌준, 윤병동, "포노닉 밴드갭을 이용한 고밀도 에너지 하베스팅 ", 대한기계학회 2016년도 학술대회, 2016-12-14

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Metamaterial-based Broadband Elastic Wave Collimator", Patent Registration, Republic of Korea, 10-2316421, 2021-10-18
  • Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, Soo-Ho Jo, Miso Kim, Wonjae Choi, and Choon-Su Park, "Elastic Metamaterial Structure Having Octagonal Hole ", Patent Registration, Republic of Korea, 10-2243507, 2021-04-16
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, Yong Chang Shin, Miso Kim, and Wonjae Choi, "Defect-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2217914, 2021-02-15
  • Byeng D. Youn, Soo-Ho Jo, Heonjun Yoon, and Yong Chang Shin, "Gradient Phononic Crystal-based Broadband Energy Harvester ", Patent Registration, Republic of Korea, 10-2212083, 2021-01-29
  • Byeng D. Youn, Yong Chang Shin, Heonjun Yoon, and Soo-Ho Jo, "Energy Harvester Based on Metamaterial", Patent Registration, Republic of Korea, 10-1885731, 2018-07-31

  • 조수호, 윤헌준, 신용창, 윤병동, "대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회 - 우수논문상", 2020-08-20
  • 조수호, 윤헌준, 신용창, 김미소, 윤병동, "Journal of Applied Physics - Front Cover & Featured Article", 2020-04-30
  • 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철, "2019 PHM Society Data Challenge Competition - Winner (2nd Place)", 2019-09-25
  • 조수호, 윤헌준, 신용창, 윤병동, 김미소, 박춘수, 최원재, "한국소음진동공학회 2018년도 추계학술대회 - 논문우수발표상", 2019-02-21
  • 조수호, 윤헌준, 신용창, 이계연, 윤병동, 김미소, 박춘수, 최원재, "대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회 - 우수논문상", 2018-04-27
  • 윤헌준, 신용창, 조수호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2016-12-15

  Name	Yong Chang Shin (신용창)
  Graduation Year	August 2021
  Doctoral Dissertation	Highly-Dense Elastic Wave Energy Harvesting via Standing Wave Manipulation Using a Phononic Band Gap
  Research Area	Phononic-crystal-inspired Piezoelectric Energy Harvesting
  Location	SAMSUNG Electronics
  E-mail	taesooshin88@gmail.com
  View Publications

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• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, Hyunchan Lee, and Byeng D. Youn^*, "Digital Twin Approach for On-Load Tap Changers Using Data-driven Dynamic Model Updating and Optimization-based Operating Condition Estimation", Mechanical Systems and Signal Processing, 2022-12
  • Sunuwe Kim, Jongmin Park, Wongon Kim, Soo-Ho Jo^*, and Byeng D. Youn^*, "Learning from Even a Weak Teacher: Bridging Rule-based Duval Method and a Deep Neural Network for Power Transformer Fault Diagnosis ", International Journal of Electrical Power and Energy Systems, 2022-03
  • Sunuwe Kim¹, Soo-Ho Jo¹, Wongon Kim, Jongmin Park, Jingyo Jeong, Yeongmin Han, Daeil Kim, and Byeng D. Youn^*, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", IEEE Access, 2020-10
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04
  • International Conference
  • Sunuwe Kim, Soo-Ho Jo, Wongon Kim, Jongmin Park, and Byeng D. Youn, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) to Extract a Health Feature Space for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, and Byeng D Youn, "A Model Updating Framework for a Digital Twin of On-Load Tap Changers ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Sooho Kim, Hyunjae Kim, Sunuwe Kim, and Byeng D. Youn, "Deep CNN based Partial Discharge Classification Model for GIS Using On-site Data", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Wongon Kim, Sunuwe Kim, Hyunjae Kim, and Byeng D. Youn, "Sequential Shift Mechanism Fault Diagnosis of Power Transformer using Dynamic Model and Deep Learning", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sunuwe Kim, Hyunjae Kim, Wongon Kim, and Byeng D. Youn, "Autonomous Health Data Extraction for Power Transformer in Large Scale Data Sets using Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "Online Temperature Estimation of Li-ion Battery Pack Using Principal Component Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Sunuwe Kim, Beom Chan Jang, Byeng D. Youn, Daeil Kwon, Byeong-Cheol Park, "Deep Neural Network for Fault Diagnosis of Power Transformers Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "A Robust Thermal Sensor Network Design for In-Situ Temperature Estimation of Li-ion Battery Pack ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Taejin Kim, Sunuwe Kim, Hyunseok Oh, Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", Asian Conference Experimental Mechanics 2016, 2016-11-16
  • Taejin Kim, Sunuwe Kim, and Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, Sunuwe Kim, Byeng D. Youn, "An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23
  • Domestic Conference
  • 김선의, 조수호, 김원곤, 박종민, 윤병동, "변압기 고장 진단을 위한 유중가스분석 기반 준감독 오토인코더와 보조 학습으로 건전성 평면 추출", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김선의, 김원곤, 박종민, 정진교, 윤병동, "변형 조건부 GAN의 설명가능한 변압기 고장진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김원곤, 김선의, 정진교, 윤병동, "탭 절환 장치의 기계적 상태 추정을 위한 디지털 트윈 갱신 방법론 ", 2020년도 춘계 소음진동 학술대회, 2020-06-04
  • 김선의, 김현재, 김원곤, 윤병동, "변압기 절연열화 추정을 위한 딥러닝 기반 건전성 데이터 추출 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김원곤, 김현재, 김선의, 윤병동, "변전 설비 기계적 구동 장치의 동적 모델을 이용한 이상 데이터 생성 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 김선의, 김현재, 윤병동, "Fault On Load Tap Changer Vibration Signal Generation using Dynamic Model ", PHM KOREA 2019, 2019-04-12
  • 박종민, 김수호, 김현재, 김선의, 윤병동, "합성곱 신경망 기반의 GIS PD 고장 감지 및 진단 모델 개발 ", PHM KOREA 2019, 2019-04-12
  • 김선의, 윤병동, "Health Feature Extraction for Power Transformer Using Autoencoder ", PHM KOREA 2019, 2019-04-11
  • 최현희, 김선의, 김현재, 윤병동, "변압기 절연 열화 시험의 불균형 데이터셋을 활용한 고장 감지 기법 ", PHM KOREA 2019, 2019-04-11
  • 한영민, 김현재, 김선의, 윤병동, "Digitalization of Power Electrical Transformer: Status and Vision ", PHM KOREA 2019, 2019-04-11
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 박종민, 김선의, 김현재, 윤병동, "PRPS 데이터 기반 오픈 셋-합성곱 신경망을 이용한 가스 절연 개폐기 부분 방전 발생 감지 및 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박종민, 김선의, 김수호, 정진교, 윤병동, "합성곱 신경망 기반의 위상 불변에 강건한 GIS PD 고장 진단 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김선의, 장범찬, 윤병동, 권대일, 박병철, "Deep Neural Network for Fault Diagnosis of Power Transformers using Dissolved Gas Analysis ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김태진, 김선의, 윤병동, "리튬 이온 배터리 팩의 실시간 온도 추정을 위한 센서 네트워크 디자인 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 김현재, 김태진, 김선의, 윤병동, "고출력 리튬 이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25
  • Patent
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Method and Apparatus for Power Transformer Fault Diagnosis ", Patent Registration, Republic of Korea, 10-2374551, 2022-03-10
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Registration, Republic of Korea, 10-2354342, 2022-01-18
  • Byeng D. Youn, Sooho Kim, Jongmin Park, and Sunuwe Kim, "Apparatus and Method for Detecting Data Needs Label Update", Patent Registration, Republic of Korea, 10-2242203, 2021-04-14
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, Sunwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same ", Patent Application, United States of America, US 2024/0053323 A1, 2024-02-15
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same", Patent Application, United States of America, 18/260090, 2023-06-30
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Application, Patent Cooperation Treaty, PCT/KR2021/013531, 2021-10-01
  • Awards
  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21

  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, Hyunchan Lee, and Byeng D. Youn^*, "Digital Twin Approach for On-Load Tap Changers Using Data-driven Dynamic Model Updating and Optimization-based Operating Condition Estimation", Mechanical Systems and Signal Processing, 2022-12
  • Sunuwe Kim, Jongmin Park, Wongon Kim, Soo-Ho Jo^*, and Byeng D. Youn^*, "Learning from Even a Weak Teacher: Bridging Rule-based Duval Method and a Deep Neural Network for Power Transformer Fault Diagnosis ", International Journal of Electrical Power and Energy Systems, 2022-03
  • Sunuwe Kim¹, Soo-Ho Jo¹, Wongon Kim, Jongmin Park, Jingyo Jeong, Yeongmin Han, Daeil Kim, and Byeng D. Youn^*, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", IEEE Access, 2020-10
  • Hyunjae Kim, Jong M. Ha, Jungho Park, Sunuwe Kim, Keunsu Kim, Beom Chan Jang, Hyunseok Oh^*, and Byeng D. Youn, "Fault Log Recovery Using an Incomplete-data-trained FDA Classifier for Failure Diagnosis of Engineered Systems ", International Journal of Prognostics and Health Management, 2016-04

  • 등록된 실적이 없습니다.

  • Sunuwe Kim, Soo-Ho Jo, Wongon Kim, Jongmin Park, and Byeng D. Youn, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) to Extract a Health Feature Space for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, and Byeng D Youn, "A Model Updating Framework for a Digital Twin of On-Load Tap Changers ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Sooho Kim, Hyunjae Kim, Sunuwe Kim, and Byeng D. Youn, "Deep CNN based Partial Discharge Classification Model for GIS Using On-site Data", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Wongon Kim, Sunuwe Kim, Hyunjae Kim, and Byeng D. Youn, "Sequential Shift Mechanism Fault Diagnosis of Power Transformer using Dynamic Model and Deep Learning", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sunuwe Kim, Hyunjae Kim, Wongon Kim, and Byeng D. Youn, "Autonomous Health Data Extraction for Power Transformer in Large Scale Data Sets using Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "Online Temperature Estimation of Li-ion Battery Pack Using Principal Component Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Sunuwe Kim, Beom Chan Jang, Byeng D. Youn, Daeil Kwon, Byeong-Cheol Park, "Deep Neural Network for Fault Diagnosis of Power Transformers Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Taejin Kim, Sunuwe Kim, Byeng D. Youn, "A Robust Thermal Sensor Network Design for In-Situ Temperature Estimation of Li-ion Battery Pack ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Taejin Kim, Sunuwe Kim, Hyunseok Oh, Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", Asian Conference Experimental Mechanics 2016, 2016-11-16
  • Taejin Kim, Sunuwe Kim, and Byeng D. Youn, "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Taejin Kim, Hyunseok Oh, Hyunjae Kim, Sunuwe Kim, Byeng D. Youn, "An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells ", 3rd International Conference on Materials and Reliability, 2015-11-25
  • Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn, "Online Thermal State Estimation of High Power Lithium-ion Battery ", 2015 IEEE International Conference on Prognostics and Health Management, 2015-06-23

  • 김선의, 조수호, 김원곤, 박종민, 윤병동, "변압기 고장 진단을 위한 유중가스분석 기반 준감독 오토인코더와 보조 학습으로 건전성 평면 추출", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김선의, 김원곤, 박종민, 정진교, 윤병동, "변형 조건부 GAN의 설명가능한 변압기 고장진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김원곤, 김선의, 정진교, 윤병동, "탭 절환 장치의 기계적 상태 추정을 위한 디지털 트윈 갱신 방법론 ", 2020년도 춘계 소음진동 학술대회, 2020-06-04
  • 김선의, 김현재, 김원곤, 윤병동, "변압기 절연열화 추정을 위한 딥러닝 기반 건전성 데이터 추출 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김원곤, 김현재, 김선의, 윤병동, "변전 설비 기계적 구동 장치의 동적 모델을 이용한 이상 데이터 생성 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 김선의, 김현재, 윤병동, "Fault On Load Tap Changer Vibration Signal Generation using Dynamic Model ", PHM KOREA 2019, 2019-04-12
  • 박종민, 김수호, 김현재, 김선의, 윤병동, "합성곱 신경망 기반의 GIS PD 고장 감지 및 진단 모델 개발 ", PHM KOREA 2019, 2019-04-12
  • 김선의, 윤병동, "Health Feature Extraction for Power Transformer Using Autoencoder ", PHM KOREA 2019, 2019-04-11
  • 최현희, 김선의, 김현재, 윤병동, "변압기 절연 열화 시험의 불균형 데이터셋을 활용한 고장 감지 기법 ", PHM KOREA 2019, 2019-04-11
  • 한영민, 김현재, 김선의, 윤병동, "Digitalization of Power Electrical Transformer: Status and Vision ", PHM KOREA 2019, 2019-04-11
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 박종민, 김선의, 김현재, 윤병동, "PRPS 데이터 기반 오픈 셋-합성곱 신경망을 이용한 가스 절연 개폐기 부분 방전 발생 감지 및 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박종민, 김선의, 김수호, 정진교, 윤병동, "합성곱 신경망 기반의 위상 불변에 강건한 GIS PD 고장 진단 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김선의, 장범찬, 윤병동, 권대일, 박병철, "Deep Neural Network for Fault Diagnosis of Power Transformers using Dissolved Gas Analysis ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김태진, 김선의, 윤병동, "리튬 이온 배터리 팩의 실시간 온도 추정을 위한 센서 네트워크 디자인 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 김현재, 김태진, 김선의, 윤병동, "고출력 리튬 이온 배터리의 동적 발열량 측정을 위한 열량계 개발 ", 2014 제 1회 미래국방컨퍼런스, 2014-11-25

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Method and Apparatus for Power Transformer Fault Diagnosis ", Patent Registration, Republic of Korea, 10-2374551, 2022-03-10
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Registration, Republic of Korea, 10-2354342, 2022-01-18
  • Byeng D. Youn, Sooho Kim, Jongmin Park, and Sunuwe Kim, "Apparatus and Method for Detecting Data Needs Label Update", Patent Registration, Republic of Korea, 10-2242203, 2021-04-14
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, Sunwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same ", Patent Application, United States of America, US 2024/0053323 A1, 2024-02-15
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same", Patent Application, United States of America, 18/260090, 2023-06-30
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Application, Patent Cooperation Treaty, PCT/KR2021/013531, 2021-10-01

  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21

  Name	Sunuwe Kim (김선의)
  Graduation Year	August 2021
  Doctoral Dissertation	Deep-Learning-Based Fault Diagnosis Using Dissolved Gas Analysis for Unlabeled Fault Data of Industrial Power Transformers
  Research Area	Prognostics and Health Management for Industrial Power Transformers
  Location	SAMSUNG Electronics
  E-mail	lunashisun@gmail.com
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Hyunhee Choi, Hyejeong Son, Yong Hwan Choi, Byeng D. Youn^*, and Guesuk Lee^*, "Reliability-Based Design Optimization of a Pouch Battery Module Using Gaussian Process Modeling in the Presence of Cell Swelling ", Structural and Multidisciplinary Optimization, 2023-10
  • Hyeonchan Lee, Wongon Kim^*, Hyejeong Son, Hyunhee Choi, Soo-Ho Jo, and Byeng D. Youn^*, "A New Initial Point Search Algorithm for Bayesian Calibration with Insufficient Statistical Information: Greedy Stochastic Section Search ", Structural and Multidisciplinary Optimization, 2023-06
  • Sehui Jeong, Hyunhee Choi, Byeng D. Youn^*, and Hyejeong Son^*, "Statistical Prior Modeling with Radius-Uniform Distribution for a Correlation Hyperparameter in Bayesian Calibration ", Structural and Multidisciplinary Optimization, 2023-04
  • Wongon Kim, Guesuk Lee^*, Hyejeong Son, Hyunhee Choi, and Byeng D. Youn^*, "Estimation of Fatigue Crack Initiation and Growth in Engineering Product Development using a Digital Twin Approach", Reliability Engineering & System Safety, 2022-10
  • Hyejeong Son, Hyunhee Choi, Wongon Kim, Byeng D. Youn^*, and Guesuk Lee^*, "A Comparative Study of Statistical Validation Metrics with Consideration of Variance to Address Type II Errors in Statistical Model Validation ", Structural and Multidisciplinary Optimization, 2022-02
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim^*, "Model Improvement with Experimental Design for Identifying Error Sources in a Computational Model ", Structural and Multidisciplinary Optimization, 2021-11
  • Hyejeong Son, Guesuk Lee, Kyeonghwan Kang, Young-jin Kang, Byeng D. Youn^*, Ikjin Lee^*, and Yoojeong Noh^*, " Industrial Issues and Solutions to Statistical Model Improvement: A Case Study of an Automobile Steering Column ", Structural and Multidisciplinary Optimization, 2020-04
  • Guesuk Lee, Hyejeong Son, and Byeng D. Youn^* , "Sequential Optimization and Uncertainty Propagation Method for Efficient Optimization-Based Model Calibration ", Structural and Multidisciplinary Optimization, 2019-10
  • Hyunseok Oh, Jisun Kim, Hyejeong Son, Byeng D. Youn^*, and Byung C. Jung, "A Systematic Approach for Model Refinement Considering Blind and Recognized Uncertainties in Engineered Product Development ", Structural and Multidisciplinary Optimization, 2016-12
  • International Conference
  • Hyunhee Choi, Hyejeong Son, Salman Khalid, Heung Soo Kim, and Byeng D. Youn, "Data Augmentation Using Statistical Model Calibration for Power Plant Prognostics and Health Management ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyejeong Son, Hyunhee Choi, Guesuk Lee, and Byeng D. Youn, "Comparison of Statistical Validation Metrics for Accurate Validation with Hypothesis Testing", 14th World Congress of Structural and Multidisciplinary Optimization, 2021-06-14
  • Hyunhee Choi, Hyejeong Son, Yonghwan Choi, Guesuk Lee, and Byeng D. Youn, "Reliability-Based Design Optimization Using Gaussian Process of Pouch Battery Pack in Stack Pressure Perspective ", 14th World Congress of Structural and Multidisciplinary , 2021-06-14
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim, "New Framework of Design of Experiment (DOE) using Gradient Information for Robust Model Calibration ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-25
  • Hyunhee Choi, Hyejeong Son, and Byeng D. Youn, Salman Khalid, Woocheol Lim, and Heung Soo Kim, "Statistical Model Calibration of a Power Plant System for PHM Using Surrogate Modeling ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-25
  • Wongon Kim, Hyejeong Son, Guesuk Lee, and Byeng D. Youn, "A Recursive Model Updating to Estimate Fatigue Crack Initiation and Growth ", ASME Verification & Validation Symposium 2020, 2020-05-20
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyejeong Son, Wongon Kim, Guesuk Lee, and Byeng D. Youn , "Optimization-Based Model Calibration Considering Model form Uncertainty to Improve Computational Predictions of Vibrational Behaviors ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-23
  • Wongon Kim, Guesuk Lee, Hyejeong Son, and Byeng D. Youn, "Statistical Model Calibration and Refinement of an Automotive Subframe Model for Estimating Crack Locations ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-20
  • Hyejeong Son, Guesuk Lee, Wongon Kim and Byeng D. Youn, "Statistical model calibration using bias ratio to consider model form uncertainty: A case study of an automobile steering system model ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Heonjun Yoon, Joung Taek Yoon, Hyejeong Son, Byeng D. Youn, "Toward a Comprehensive Understanding of Uncertainty Effects on Model Predictive Capability in Engineering Analysis and Design ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Wongon Kim, Guesuk Lee, Hyejeong Son, Guilian Yi, Byeng D. Youn, "A New Calibration Metric to Improve the Solution Feasibility of Calibration Problems: Marginal Probability and Correlation Residuals (PCR) ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Domestic Conference
  • 이현찬, 김원곤, 손혜정, 최현희, 윤병동, "부족한 사전 지식 조건에서 마코프 체인 몬테카를로 방법을 위한 초기값 탐색 알고리즘 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "면압 특성을 고려한 파우치 배터리 모듈 신뢰성 기반 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 최현희, 최용환, 손혜정, 윤병동, "통계적 열화 모델을 이용한 리튬이온 배터리 초기 면압 신뢰성 기반 최적화 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 손혜정, 윤병동, "비선형 시스템의 최적화기반 모델 보정을 위한 센서네트워크 기법 연구 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 김원곤, 이규석, 손혜정, 윤병동, "피로 균열 생성 및 성장 추정을 위한 재귀적 모델 갱신 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 최현희, 손혜정, 최용환, 윤병동, "다양한 적층압력 조건 하 배터리 셀 열화 데이터-드리븐 모델링 프레임워크 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 최현희, 최용환, 손혜정, 윤병동, "적층압력 조건 하 배터리 셀 열화 특성을 고려한 신뢰성시험 설계 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 김원곤, 이규석, 손혜정, 윤병동, "시스템 건전성 상태 천이 추정을 위한 재귀적 모델 갱신 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 손혜정, 김태진, 윤병동, "모델 보정의 유일 해를 위한 시험 설계 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 최현희, 손혜정, 윤병동, "통계적 모델 보정을 위한 시변 시스템의 대리모델 기법 비교 연구 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 손혜정, 이규석, 김원곤, 윤병동, "모델 불확실성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 윤병동, "통계적 모델 보정을 위한 불확실성 정량화 기법 비교 연구 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 이규석, 손혜정, 김원곤, 윤병동, "헤시안 행렬의 양정치 부등식 구속조건 적용을 통한 최적화 기반 모델 보정의 강건 향상 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-03
  • 손혜정, 이규석, 김원곤, 윤병동, "불인지 불확실성을 위한 바이어스 이용 통계적 모델 보정 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이계연, 이규석, 김원곤, 윤병동, "불인지 불확실성을 고려한 자동차 스티어링 컬럼 모델의 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 김원곤, 이규석, 손혜정, 이계연, 윤병동, "확률론적 모델 보정 문제의 해 물리적 적합성 향상을 위한 새로운 보정척도 연구: 주변확률 밀도함수와 상관계수 잔차 ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "자동차 CAE 모델에 대한 계층 및 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "플러그인 차량 모델에 대한 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 손혜정, 이규석, 김원곤, 오현석, 윤병동, "자동차 스티어링 컬럼의 진동 성능에 대한 통계적 모델 업데이트 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "최적화 기법을 이용한 통계적 보정을 위한 보정척도 비교 분석 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김원곤, 이규석, 손혜정, 오현석, 윤병동, "입/출력 변수의 불확실성 상관성을 고려한 차량 구조 유한요소 모델의 확률론적 보정 및 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 최환오, 손혜정, 김원곤, 이규석, 오현석, 윤병동, "해석모델의 효율적 검증을 위한 보정 척도 비교 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-08
  • 윤병동, 유민지, 이규석, 손혜정, 오현석, "불인지 불확실성을 고려한 CAE 해석 모델의 예측 정확도 개선 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 윤병동, 이규석, 유민지, 손혜정, 오현석, "디지털 해석모델을 위한 통계적 검증 방법과 검증 척도의 개발 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • Patent
  • Byeng D. Youn, Hyeonchan Lee, Wongon Kim, Hyejeong Son, and Hyunhee Choi, "Method for Determining initial Value of Markov Chain Monte Carlo Sampling ", Patent Registration, Republic of Korea, 10-2635503, 2024-02-05
  • Byeng D. Youn, Hyejeong Son, and Taejin Kim, " Model Updating with Error Sources Identification by Information Matrix ", Patent Registration, Republic of Korea, 10-2433219, 2022-08-11
  • Awards
  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회 - 우수논문상", 2022-05-19
  • 손혜정, "대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회 - 우수학생발표상", 2020-08-20

  • Hyunhee Choi, Hyejeong Son, Yong Hwan Choi, Byeng D. Youn^*, and Guesuk Lee^*, "Reliability-Based Design Optimization of a Pouch Battery Module Using Gaussian Process Modeling in the Presence of Cell Swelling ", Structural and Multidisciplinary Optimization, 2023-10
  • Hyeonchan Lee, Wongon Kim^*, Hyejeong Son, Hyunhee Choi, Soo-Ho Jo, and Byeng D. Youn^*, "A New Initial Point Search Algorithm for Bayesian Calibration with Insufficient Statistical Information: Greedy Stochastic Section Search ", Structural and Multidisciplinary Optimization, 2023-06
  • Sehui Jeong, Hyunhee Choi, Byeng D. Youn^*, and Hyejeong Son^*, "Statistical Prior Modeling with Radius-Uniform Distribution for a Correlation Hyperparameter in Bayesian Calibration ", Structural and Multidisciplinary Optimization, 2023-04
  • Wongon Kim, Guesuk Lee^*, Hyejeong Son, Hyunhee Choi, and Byeng D. Youn^*, "Estimation of Fatigue Crack Initiation and Growth in Engineering Product Development using a Digital Twin Approach", Reliability Engineering & System Safety, 2022-10
  • Hyejeong Son, Hyunhee Choi, Wongon Kim, Byeng D. Youn^*, and Guesuk Lee^*, "A Comparative Study of Statistical Validation Metrics with Consideration of Variance to Address Type II Errors in Statistical Model Validation ", Structural and Multidisciplinary Optimization, 2022-02
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim^*, "Model Improvement with Experimental Design for Identifying Error Sources in a Computational Model ", Structural and Multidisciplinary Optimization, 2021-11
  • Hyejeong Son, Guesuk Lee, Kyeonghwan Kang, Young-jin Kang, Byeng D. Youn^*, Ikjin Lee^*, and Yoojeong Noh^*, " Industrial Issues and Solutions to Statistical Model Improvement: A Case Study of an Automobile Steering Column ", Structural and Multidisciplinary Optimization, 2020-04
  • Guesuk Lee, Hyejeong Son, and Byeng D. Youn^* , "Sequential Optimization and Uncertainty Propagation Method for Efficient Optimization-Based Model Calibration ", Structural and Multidisciplinary Optimization, 2019-10
  • Hyunseok Oh, Jisun Kim, Hyejeong Son, Byeng D. Youn^*, and Byung C. Jung, "A Systematic Approach for Model Refinement Considering Blind and Recognized Uncertainties in Engineered Product Development ", Structural and Multidisciplinary Optimization, 2016-12

  • 등록된 실적이 없습니다.

  • Hyunhee Choi, Hyejeong Son, Salman Khalid, Heung Soo Kim, and Byeng D. Youn, "Data Augmentation Using Statistical Model Calibration for Power Plant Prognostics and Health Management ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyejeong Son, Hyunhee Choi, Guesuk Lee, and Byeng D. Youn, "Comparison of Statistical Validation Metrics for Accurate Validation with Hypothesis Testing", 14th World Congress of Structural and Multidisciplinary Optimization, 2021-06-14
  • Hyunhee Choi, Hyejeong Son, Yonghwan Choi, Guesuk Lee, and Byeng D. Youn, "Reliability-Based Design Optimization Using Gaussian Process of Pouch Battery Pack in Stack Pressure Perspective ", 14th World Congress of Structural and Multidisciplinary , 2021-06-14
  • Hyejeong Son, Byeng D. Youn, and Taejin Kim, "New Framework of Design of Experiment (DOE) using Gradient Information for Robust Model Calibration ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-25
  • Hyunhee Choi, Hyejeong Son, and Byeng D. Youn, Salman Khalid, Woocheol Lim, and Heung Soo Kim, "Statistical Model Calibration of a Power Plant System for PHM Using Surrogate Modeling ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-25
  • Wongon Kim, Hyejeong Son, Guesuk Lee, and Byeng D. Youn, "A Recursive Model Updating to Estimate Fatigue Crack Initiation and Growth ", ASME Verification & Validation Symposium 2020, 2020-05-20
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyejeong Son, Wongon Kim, Guesuk Lee, and Byeng D. Youn , "Optimization-Based Model Calibration Considering Model form Uncertainty to Improve Computational Predictions of Vibrational Behaviors ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-23
  • Wongon Kim, Guesuk Lee, Hyejeong Son, and Byeng D. Youn, "Statistical Model Calibration and Refinement of an Automotive Subframe Model for Estimating Crack Locations ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-20
  • Hyejeong Son, Guesuk Lee, Wongon Kim and Byeng D. Youn, "Statistical model calibration using bias ratio to consider model form uncertainty: A case study of an automobile steering system model ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Heonjun Yoon, Joung Taek Yoon, Hyejeong Son, Byeng D. Youn, "Toward a Comprehensive Understanding of Uncertainty Effects on Model Predictive Capability in Engineering Analysis and Design ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Wongon Kim, Guesuk Lee, Hyejeong Son, Guilian Yi, Byeng D. Youn, "A New Calibration Metric to Improve the Solution Feasibility of Calibration Problems: Marginal Probability and Correlation Residuals (PCR) ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08

  • 이현찬, 김원곤, 손혜정, 최현희, 윤병동, "부족한 사전 지식 조건에서 마코프 체인 몬테카를로 방법을 위한 초기값 탐색 알고리즘 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "면압 특성을 고려한 파우치 배터리 모듈 신뢰성 기반 최적 설계 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 최현희, 최용환, 손혜정, 윤병동, "통계적 열화 모델을 이용한 리튬이온 배터리 초기 면압 신뢰성 기반 최적화 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 손혜정, 윤병동, "비선형 시스템의 최적화기반 모델 보정을 위한 센서네트워크 기법 연구 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-19
  • 김원곤, 이규석, 손혜정, 윤병동, "피로 균열 생성 및 성장 추정을 위한 재귀적 모델 갱신 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 최현희, 손혜정, 최용환, 윤병동, "다양한 적층압력 조건 하 배터리 셀 열화 데이터-드리븐 모델링 프레임워크 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 최현희, 최용환, 손혜정, 윤병동, "적층압력 조건 하 배터리 셀 열화 특성을 고려한 신뢰성시험 설계 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 김원곤, 이규석, 손혜정, 윤병동, "시스템 건전성 상태 천이 추정을 위한 재귀적 모델 갱신 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 손혜정, 김태진, 윤병동, "모델 보정의 유일 해를 위한 시험 설계 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 최현희, 손혜정, 윤병동, "통계적 모델 보정을 위한 시변 시스템의 대리모델 기법 비교 연구 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 손혜정, 이규석, 김원곤, 윤병동, "모델 불확실성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 윤병동, "통계적 모델 보정을 위한 불확실성 정량화 기법 비교 연구 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 이규석, 손혜정, 김원곤, 윤병동, "헤시안 행렬의 양정치 부등식 구속조건 적용을 통한 최적화 기반 모델 보정의 강건 향상 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-03
  • 손혜정, 이규석, 김원곤, 윤병동, "불인지 불확실성을 위한 바이어스 이용 통계적 모델 보정 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이계연, 이규석, 김원곤, 윤병동, "불인지 불확실성을 고려한 자동차 스티어링 컬럼 모델의 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 김원곤, 이규석, 손혜정, 이계연, 윤병동, "확률론적 모델 보정 문제의 해 물리적 적합성 향상을 위한 새로운 보정척도 연구: 주변확률 밀도함수와 상관계수 잔차 ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "자동차 CAE 모델에 대한 계층 및 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "플러그인 차량 모델에 대한 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 손혜정, 이규석, 김원곤, 오현석, 윤병동, "자동차 스티어링 컬럼의 진동 성능에 대한 통계적 모델 업데이트 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "최적화 기법을 이용한 통계적 보정을 위한 보정척도 비교 분석 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김원곤, 이규석, 손혜정, 오현석, 윤병동, "입/출력 변수의 불확실성 상관성을 고려한 차량 구조 유한요소 모델의 확률론적 보정 및 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 최환오, 손혜정, 김원곤, 이규석, 오현석, 윤병동, "해석모델의 효율적 검증을 위한 보정 척도 비교 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-08
  • 윤병동, 유민지, 이규석, 손혜정, 오현석, "불인지 불확실성을 고려한 CAE 해석 모델의 예측 정확도 개선 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-10
  • 윤병동, 이규석, 유민지, 손혜정, 오현석, "디지털 해석모델을 위한 통계적 검증 방법과 검증 척도의 개발 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Hyeonchan Lee, Wongon Kim, Hyejeong Son, and Hyunhee Choi, "Method for Determining initial Value of Markov Chain Monte Carlo Sampling ", Patent Registration, Republic of Korea, 10-2635503, 2024-02-05
  • Byeng D. Youn, Hyejeong Son, and Taejin Kim, " Model Updating with Error Sources Identification by Information Matrix ", Patent Registration, Republic of Korea, 10-2433219, 2022-08-11

  • 최현희, 최용환, 손혜정, 이규석, 윤병동, "대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회 - 우수논문상", 2022-05-19
  • 손혜정, "대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회 - 우수학생발표상", 2020-08-20

  Name	Hyejeong Son (손혜정)
  Graduation Year	August 2021
  Doctoral Dissertation	Optimization-based Model Improvement for Error Sources Identification in a Computational Model
  Research Area	Statisticsl Model Calibration & Validation
  Location	SAMSUNG Electronics
  E-mail	son41524152@gmail.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn^*, "Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery ", Reliability Engineering & System Safety, 2022-02
  • Myungyon Kim, Jin Uk Ko, Jinwook Lee, Byeng D. Youn^*, Joon Ha Jung, and Kyung Ho Sun, "A Domain Adaptation with Semantic Clustering (DASC) Method for Fault Diagnosis of Rotating Machinery ", ISA Transactions, 2022-01
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn^*, and Kyung Ho Sun, "Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis", Computers in Industry, 2021-12
  • Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Multi-Task Learning of Classification and Denoising (MLCD) for Noise-Robust Rotor System Diagnosis ", Computers in Industry, 2021-02
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Direct Connection Based Convolutional Neural Network (DC-CNN) for Fault Diagnosis of Rotor Systems ", IEEE Access, 2020-09
  • Byung Chul Jeon¹, Joon Ha Jung¹, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn^*, "Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis ", Journal of Mechanical Science and Technology, 2020-04
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, and Byeng D. Youn^*, "Failure Prediction of a Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance", Smart Structures and Systems, 2018-08
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn^*, Myungyon Kim, Donghwan Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Systems ", Mechanical Systems and Signal Processing, 2017-06
  • International Conference
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn, "Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Byeng D. Youn, "Augmentation of Vibration Signals of Rotating Machinery with Variable Sequence Length ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Taehun Kim, and Byeng D. Youn, "Domain Adversarial Class-Conditioned Alignment for Fault Diagnosis of Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jin Uk Ko, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn, "Vibration Signal Generation Using Conditional Variational Autoencoder for Class Imbalance Problem ", The 5th International Conference on Materials and Reliability, 2019-11-28
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, and Kyung Ho Sun, "Deep Learning Based Domain Adaptation Techniques for Fault Diagnosis of Different Mechanical Systems ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Myungyon Kim, Jongmin Park, Yongjin Shin, and Byeng D. Youn, "Anomaly Detection of Rotor Systems Based on Variation Analysis Using Multiple Sensor Signals ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-22
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Byeng D. Youn, "PHM Frontiers: Physics-based Approach to Deep Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, Byeng D. Youn, "Failure Prediction of Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Byeng D. Youn, "Deep-Learning-Based Health Diagnosis Techniques for Journal Bearing Rotor Systems ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-17
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, Donghwan Kim, Yeonwhan Kim, "Omnidirectional Regeneration of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Rotor Systems ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-23
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) based Robust Diagnosis of Directional Anomalies in Journal Bearing Systems ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27
  • Domestic Conference
  • 고진욱, 정준하, 김명연, 공현배, 이진욱, 윤병동, "다중 테스크 학습을 통한 노이즈에 강건한 로터 시스템 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 김태훈, 윤병동, "클래스 조건부 샘플링을 통한 비지도 도메인 적응 기반 회전체 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 김명연, 고진욱, 이진욱, 김태훈, 윤병동, "차별적 특성 학습 기반 비지도 도메인 적응 방법을 활용한 회전 기계 고장 진단 기법 연구 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 신용진, 윤병동, "분류기 불일치 기반 비감독 도메인 적응 기법을 통한 회전체 고장 진단 기술 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최적화를 통한 딥러닝 모터 결함 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, "모델 연결성 향상을 통한 합성곱 신경망 기반 로터 시스템 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 고진욱, 김명연, 이진욱, 신용진, 윤병동, "깊은 생성 모델을 통한 고장 신호 증량 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, " 향상된 정보 전파를 통한 딥러닝 기반 로터 시스템 고장 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최정화를 통한 딥러닝 모터 결함 진단 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 이진욱, 김명연, 고진욱, 신용진, 윤병동, "이미지 변환 기반 로터 시스템 고장 진단 및 결측치 처리 방법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김명연, 고진욱, 공현배, 이진욱, 윤병동, 정준하, 선경호, "합성곱 신경망 기반 전이학습을 통한 회전기계 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 공현배, 김명연, 고진욱, 이진욱, 윤병동, "신경망 구조 탐색 기반 회전체 시스템 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, "DenseNet 기반 저널베어링 회전체 시스템 고장 진단법 ", PHM KOREA 2019, 2019-04-11
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "Improvement of Fault Diagnosis Accuracy by Solving Auxiliary Task ", PHM KOREA 2019, 2019-04-11
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "Predictive Uncertainty Estimation of Convolutional Neural Network For Diagnosis of Journal Bearing Rotor System ", PHM KOREA 2019, 2019-04-11
  • 정준하, 김명연, 고진욱, 공현배, 윤병동, "합성곱 신경망의 필터 민감도 분석을 통한 진단 성능 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "학습 효율 및 강건성 향상을 위한 전이학습 기반 로터시스템 건전성 진단 기법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "고장진단과 노이즈 제거를 동시에 학습하는 노이즈에 강건한 고장진단 기술 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "강화학습으로 최적화된 합성곱 신경망을 이용한 로터시스템 진단 기술 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "전이학습(Transfer Learning)을 이용한 로터시스템 진단 기법 개발 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 공현배, 김명연, 고진욱, 정준하, 윤병동, "샘플 수준의 합성곱 신경망을 이용한 저널베어링 회전체 시스템 진단과 시각화 방법을 이용한 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 고진욱, 정준하, 김명연, 윤병동, 선경호, "Multi-task Learning을 활용한 저널베어링 로터시스템의 딥러닝 기반 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김명연, 정준하, 고진욱, 윤병동, "Convolutional Neural Network를 이용한 저널베어링 로터시스템 고장 진단 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 정준하, 김명연, 고진욱, 윤병동, "강화된 진동 이미지를 활용한 딥러닝기반 저널베어링 회전체 시스템 진단: 효율성과 정확성 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김명연, 정준하, 고진욱, 윤병동, "딥러닝 기술을 활용한 저널베어링 로터시스템 진단 기법 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 정준하, 김명연, 윤병동, 김동환, 김연환, "진동신호 기반 저널베어링 증기터빈 회전체 이상상태 진단방법 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07
  • Patent
  • Byeng D. Youn, Jinwook Lee, Myungyon Kim, and Jin Uk Ko, " Fault Diagnosis Device Using Unsupervised Domain Adaptation Technique and Fault Diagnosis Method Using The Same ", Patent Registration, Republic of Korea, 10-2398046, 2022-05-10
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus for Fault Diagnosis Using Domain Adaptation with Semantic Clustering Algorithm and Method for Fault Diagnosis Using the Same ", Patent Registration, Republic of Korea, 10-2387663, 2022-04-13
  • Byeng D. Youn, Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Taehun Kim, "Vibration Signal Generation Device and Vibration Signal Generation Method Using the Same ", Patent Registration, Republic of Korea, 10-2387313, 2022-04-12
  • Dong Hwan Kim, Yeonwhan Kim, Doo Young Lee, Byeng D. Youn, Joon Ha Jung, and Myungyon Kim, "Apparatus and Method for Evaluating Fault Risk Index of a Rotator ", Patent Registration, Republic of Korea, 10-2365772, 2022-02-16
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2354814, 2022-01-19
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2338737, 2021-12-08
  • Awards
  • 김명연, "대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회 - 우수학생발표상", 2022-05-19
  • 김명연, 고진욱, 이진욱, "KSME-SEMES 오픈 이노베이션 챌린지 - 장려상", 2020-11-20
  • 김명연, 김윤한, "산업AI해커톤 Factory Hack Korea 2020 - 장려상", 2020-01-18
  • 김명연, 박종민, 신용진, "PHMAP 2019 Data Challenge Competition - Winner (3rd Place)", 2019-07-23
  • 정준하, 김명연, 고진욱, 윤병동, "대한기계학회 2017년도 학술대회 신뢰성부문 - 우수학생논문상", 2018-02-22
  • 박정호, 전병주, 박종민, 최금실, 김명연, 윤병동, "PHMAP 2017 Data Challenge Competition - Winner (1st Place)", 2017-07-13

  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn^*, "Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery ", Reliability Engineering & System Safety, 2022-02
  • Myungyon Kim, Jin Uk Ko, Jinwook Lee, Byeng D. Youn^*, Joon Ha Jung, and Kyung Ho Sun, "A Domain Adaptation with Semantic Clustering (DASC) Method for Fault Diagnosis of Rotating Machinery ", ISA Transactions, 2022-01
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn^*, and Kyung Ho Sun, "Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis", Computers in Industry, 2021-12
  • Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Multi-Task Learning of Classification and Denoising (MLCD) for Noise-Robust Rotor System Diagnosis ", Computers in Industry, 2021-02
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Direct Connection Based Convolutional Neural Network (DC-CNN) for Fault Diagnosis of Rotor Systems ", IEEE Access, 2020-09
  • Byung Chul Jeon¹, Joon Ha Jung¹, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn^*, "Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis ", Journal of Mechanical Science and Technology, 2020-04
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, and Byeng D. Youn^*, "Failure Prediction of a Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance", Smart Structures and Systems, 2018-08
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn^*, Myungyon Kim, Donghwan Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Systems ", Mechanical Systems and Signal Processing, 2017-06

  • 등록된 실적이 없습니다.

  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn, "Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Byeng D. Youn, "Augmentation of Vibration Signals of Rotating Machinery with Variable Sequence Length ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Taehun Kim, and Byeng D. Youn, "Domain Adversarial Class-Conditioned Alignment for Fault Diagnosis of Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jin Uk Ko, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn, "Vibration Signal Generation Using Conditional Variational Autoencoder for Class Imbalance Problem ", The 5th International Conference on Materials and Reliability, 2019-11-28
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, and Kyung Ho Sun, "Deep Learning Based Domain Adaptation Techniques for Fault Diagnosis of Different Mechanical Systems ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Myungyon Kim, Jongmin Park, Yongjin Shin, and Byeng D. Youn, "Anomaly Detection of Rotor Systems Based on Variation Analysis Using Multiple Sensor Signals ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-22
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Byeng D. Youn, "PHM Frontiers: Physics-based Approach to Deep Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Jungho Park, Byungjoo Jeon, Jongmin Park, Jinshi Cui, Myungyon Kim, Byeng D. Youn, "Failure Prediction of Motor-driven Gearbox in a Pulverizer Under External Noise and Disturbance ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Byeng D. Youn, "Deep-Learning-Based Health Diagnosis Techniques for Journal Bearing Rotor Systems ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-17
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, Donghwan Kim, Yeonwhan Kim, "Omnidirectional Regeneration of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Rotor Systems ", ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2016-08-23
  • Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn, Myungyon Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) based Robust Diagnosis of Directional Anomalies in Journal Bearing Systems ", 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering, 2016-07-27

  • 고진욱, 정준하, 김명연, 공현배, 이진욱, 윤병동, "다중 테스크 학습을 통한 노이즈에 강건한 로터 시스템 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 김태훈, 윤병동, "클래스 조건부 샘플링을 통한 비지도 도메인 적응 기반 회전체 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 김명연, 고진욱, 이진욱, 김태훈, 윤병동, "차별적 특성 학습 기반 비지도 도메인 적응 방법을 활용한 회전 기계 고장 진단 기법 연구 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 신용진, 윤병동, "분류기 불일치 기반 비감독 도메인 적응 기법을 통한 회전체 고장 진단 기술 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최적화를 통한 딥러닝 모터 결함 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, "모델 연결성 향상을 통한 합성곱 신경망 기반 로터 시스템 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 고진욱, 김명연, 이진욱, 신용진, 윤병동, "깊은 생성 모델을 통한 고장 신호 증량 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, " 향상된 정보 전파를 통한 딥러닝 기반 로터 시스템 고장 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최정화를 통한 딥러닝 모터 결함 진단 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 이진욱, 김명연, 고진욱, 신용진, 윤병동, "이미지 변환 기반 로터 시스템 고장 진단 및 결측치 처리 방법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김명연, 고진욱, 공현배, 이진욱, 윤병동, 정준하, 선경호, "합성곱 신경망 기반 전이학습을 통한 회전기계 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 공현배, 김명연, 고진욱, 이진욱, 윤병동, "신경망 구조 탐색 기반 회전체 시스템 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, "DenseNet 기반 저널베어링 회전체 시스템 고장 진단법 ", PHM KOREA 2019, 2019-04-11
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "Improvement of Fault Diagnosis Accuracy by Solving Auxiliary Task ", PHM KOREA 2019, 2019-04-11
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "Predictive Uncertainty Estimation of Convolutional Neural Network For Diagnosis of Journal Bearing Rotor System ", PHM KOREA 2019, 2019-04-11
  • 정준하, 김명연, 고진욱, 공현배, 윤병동, "합성곱 신경망의 필터 민감도 분석을 통한 진단 성능 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "학습 효율 및 강건성 향상을 위한 전이학습 기반 로터시스템 건전성 진단 기법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "고장진단과 노이즈 제거를 동시에 학습하는 노이즈에 강건한 고장진단 기술 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "강화학습으로 최적화된 합성곱 신경망을 이용한 로터시스템 진단 기술 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "전이학습(Transfer Learning)을 이용한 로터시스템 진단 기법 개발 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 공현배, 김명연, 고진욱, 정준하, 윤병동, "샘플 수준의 합성곱 신경망을 이용한 저널베어링 회전체 시스템 진단과 시각화 방법을 이용한 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 고진욱, 정준하, 김명연, 윤병동, 선경호, "Multi-task Learning을 활용한 저널베어링 로터시스템의 딥러닝 기반 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김명연, 정준하, 고진욱, 윤병동, "Convolutional Neural Network를 이용한 저널베어링 로터시스템 고장 진단 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 정준하, 김명연, 고진욱, 윤병동, "강화된 진동 이미지를 활용한 딥러닝기반 저널베어링 회전체 시스템 진단: 효율성과 정확성 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김명연, 정준하, 고진욱, 윤병동, "딥러닝 기술을 활용한 저널베어링 로터시스템 진단 기법 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 정준하, 김명연, 윤병동, 김동환, 김연환, "진동신호 기반 저널베어링 증기터빈 회전체 이상상태 진단방법 ", 대한기계학회 에너지 및 동력공학부문 2016년도 춘계학술대회, 2016-07-07

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Jinwook Lee, Myungyon Kim, and Jin Uk Ko, " Fault Diagnosis Device Using Unsupervised Domain Adaptation Technique and Fault Diagnosis Method Using The Same ", Patent Registration, Republic of Korea, 10-2398046, 2022-05-10
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus for Fault Diagnosis Using Domain Adaptation with Semantic Clustering Algorithm and Method for Fault Diagnosis Using the Same ", Patent Registration, Republic of Korea, 10-2387663, 2022-04-13
  • Byeng D. Youn, Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Taehun Kim, "Vibration Signal Generation Device and Vibration Signal Generation Method Using the Same ", Patent Registration, Republic of Korea, 10-2387313, 2022-04-12
  • Dong Hwan Kim, Yeonwhan Kim, Doo Young Lee, Byeng D. Youn, Joon Ha Jung, and Myungyon Kim, "Apparatus and Method for Evaluating Fault Risk Index of a Rotator ", Patent Registration, Republic of Korea, 10-2365772, 2022-02-16
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2354814, 2022-01-19
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2338737, 2021-12-08

  • 김명연, "대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회 - 우수학생발표상", 2022-05-19
  • 김명연, 고진욱, 이진욱, "KSME-SEMES 오픈 이노베이션 챌린지 - 장려상", 2020-11-20
  • 김명연, 김윤한, "산업AI해커톤 Factory Hack Korea 2020 - 장려상", 2020-01-18
  • 김명연, 박종민, 신용진, "PHMAP 2019 Data Challenge Competition - Winner (3rd Place)", 2019-07-23
  • 정준하, 김명연, 고진욱, 윤병동, "대한기계학회 2017년도 학술대회 신뢰성부문 - 우수학생논문상", 2018-02-22
  • 박정호, 전병주, 박종민, 최금실, 김명연, 윤병동, "PHMAP 2017 Data Challenge Competition - Winner (1st Place)", 2017-07-13

  Name	Myungyon Kim (김명연)
  Graduation Year	August 2021
  Doctoral Dissertation	Maximal Information Use for Deep Learning Based Fault Diagnosis Techniques
  Research Area	Prognostics and Health Management for Rotating Machinery
  Location	SAMSUNG Electronics
  E-mail	ceokmy89@naver.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Wongon Kim and Byeng D. Youn^*, "Physics-based Digital Twin Updating and Twin-based Explainable Crack Identification of Mechanical Lap Joint ", Reliability Engineering & System Safety, Under Revision
  • Hyeonchan Lee, Wongon Kim^*, Hyejeong Son, Hyunhee Choi, Soo-Ho Jo, and Byeng D. Youn^*, "A New Initial Point Search Algorithm for Bayesian Calibration with Insufficient Statistical Information: Greedy Stochastic Section Search ", Structural and Multidisciplinary Optimization, 2023-06
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, Hyunchan Lee, and Byeng D. Youn^*, "Digital Twin Approach for On-Load Tap Changers Using Data-driven Dynamic Model Updating and Optimization-based Operating Condition Estimation", Mechanical Systems and Signal Processing, 2022-12
  • Wongon Kim, Guesuk Lee^*, Hyejeong Son, Hyunhee Choi, and Byeng D. Youn^*, "Estimation of Fatigue Crack Initiation and Growth in Engineering Product Development using a Digital Twin Approach", Reliability Engineering & System Safety, 2022-10
  • Sunuwe Kim, Jongmin Park, Wongon Kim, Soo-Ho Jo^*, and Byeng D. Youn^*, "Learning from Even a Weak Teacher: Bridging Rule-based Duval Method and a Deep Neural Network for Power Transformer Fault Diagnosis ", International Journal of Electrical Power and Energy Systems, 2022-03
  • Hyejeong Son, Hyunhee Choi, Wongon Kim, Byeng D. Youn^*, and Guesuk Lee^*, "A Comparative Study of Statistical Validation Metrics with Consideration of Variance to Address Type II Errors in Statistical Model Validation ", Structural and Multidisciplinary Optimization, 2022-02
  • Sunuwe Kim¹, Soo-Ho Jo¹, Wongon Kim, Jongmin Park, Jingyo Jeong, Yeongmin Han, Daeil Kim, and Byeng D. Youn^*, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", IEEE Access, 2020-10
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Guesuk Lee, Wongon Kim, Hyunseok Oh^*, Byeng D. Youn^*, and Nam H. Kim, "Review of Statistical Model Calibration and Validation-From the Perspective of Uncertainty Structures ", Structural and Multidisciplinary Optimization, 2019-10
  • International Conference
  • Wongon Kim and Byeng D. Youn, "Stochastic Physics-based Model Updating for Fatigue Crack Detection in Riveted Lap Joints Using Lamb Waves ", 15th World Congress on Computational Mechanics & 8th Asian Pacific Congress on Computational Mechanics , 2022-08-05
  • Wongon Kim and Byeng D. Youn, "Stochastic Physics-based Model Updating Using Lamb Waves for Fatigue Crack Detection in Riveted Lap Joints ", International Conference on Precision Engineering and Sustainable Manufacturing 2022, 2022-07-21
  • Minseok Chae, Wongon Kim, and Byeng D. Youn, "A Data-driven Molding Process Optimization Considering Important Features Related to Molding Quality and Efficiency", Asian Congress of Structural and Multidisciplinary Optimization 2022, 2022-05-24
  • Sunuwe Kim, Soo-Ho Jo, Wongon Kim, Jongmin Park, and Byeng D. Youn, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) to Extract a Health Feature Space for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, and Byeng D Youn, "A Model Updating Framework for a Digital Twin of On-Load Tap Changers ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Wongon Kim and Byeng D. Youn, " A Model Updating Framework for Digital Twin with an Insufficient Prior Knowledge ", 14th World Congress of Structural and Multidisciplinary Optimization, 2021-06-14
  • Wongon Kim and Byeng D. Youn, "A Statistical Model Updating for Mechanical Health State Estimation of On-Load Tap Changers ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-23
  • Wongon Kim, Hyejeong Son, Guesuk Lee, and Byeng D. Youn, "A Recursive Model Updating to Estimate Fatigue Crack Initiation and Growth ", ASME Verification & Validation Symposium 2020, 2020-05-20
  • Wongon Kim, Sunuwe Kim, Hyunjae Kim, and Byeng D. Youn, "Sequential Shift Mechanism Fault Diagnosis of Power Transformer using Dynamic Model and Deep Learning", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sunuwe Kim, Hyunjae Kim, Wongon Kim, and Byeng D. Youn, "Autonomous Health Data Extraction for Power Transformer in Large Scale Data Sets using Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyejeong Son, Wongon Kim, Guesuk Lee, and Byeng D. Youn , "Optimization-Based Model Calibration Considering Model form Uncertainty to Improve Computational Predictions of Vibrational Behaviors ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-23
  • Wongon Kim, Guesuk Lee, Hyejeong Son, and Byeng D. Youn, "Statistical Model Calibration and Refinement of an Automotive Subframe Model for Estimating Crack Locations ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-20
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Hyejeong Son, Guesuk Lee, Wongon Kim and Byeng D. Youn, "Statistical model calibration using bias ratio to consider model form uncertainty: A case study of an automobile steering system model ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Wongon Kim, Guesuk Lee, Hyejeong Son, Guilian Yi, Byeng D. Youn, "A New Calibration Metric to Improve the Solution Feasibility of Calibration Problems: Marginal Probability and Correlation Residuals (PCR) ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Guesuk Lee, Hyunseok Oh, Wongon Kim, and Byeng D. Youn, "Classification of Statistical Model Validation Problems Considering the Nature of Uncertainty ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-24
  • Domestic Conference
  • 임주현, 김원곤, 안성훈, 윤병동, "FDM 방식 3D 프린터에 대한 딥러닝 기반 물성 추정 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 김원곤, 임주현, 안성훈, 윤병동, "융합 수지 압출 적층 조형의 디지털 트윈을 위한 최적화 기반 시계열 데이터 보간 기법 ", 대한기계학회 2022년 학술대회, 2022-11-09
  • 채민석, 김원곤, 윤병동, "사출 성형 작업의 성형 품질 관련 중요 인자를 고려한 데이터 기반 공학적 의사 결정 방법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 김원곤, 윤병동, "리벳 접합부 균열 발생 추정을 위한 램 파형을 이용한 통계적 물리 모델 갱신 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 이현찬, 김원곤, 손혜정, 최현희, 윤병동, "부족한 사전 지식 조건에서 마코프 체인 몬테카를로 방법을 위한 초기값 탐색 알고리즘 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 김선의, 조수호, 김원곤, 박종민, 윤병동, "변압기 고장 진단을 위한 유중가스분석 기반 준감독 오토인코더와 보조 학습으로 건전성 평면 추출", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김원곤, 이규석, 손혜정, 윤병동, "피로 균열 생성 및 성장 추정을 위한 재귀적 모델 갱신 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김선의, 김원곤, 박종민, 정진교, 윤병동, "변형 조건부 GAN의 설명가능한 변압기 고장진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김원곤, 김선의, 정진교, 윤병동, "탭 절환 장치의 기계적 상태 추정을 위한 디지털 트윈 갱신 방법론 ", 2020년도 춘계 소음진동 학술대회, 2020-06-04
  • 김원곤, 이규석, 손혜정, 윤병동, "시스템 건전성 상태 천이 추정을 위한 재귀적 모델 갱신 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김선의, 김현재, 김원곤, 윤병동, "변압기 절연열화 추정을 위한 딥러닝 기반 건전성 데이터 추출 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김원곤, 김현재, 김선의, 윤병동, "변전 설비 기계적 구동 장치의 동적 모델을 이용한 이상 데이터 생성 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 손혜정, 이규석, 김원곤, 윤병동, "모델 불확실성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 김선의, 김현재, 윤병동, "Fault On Load Tap Changer Vibration Signal Generation using Dynamic Model ", PHM KOREA 2019, 2019-04-12
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 이규석, 손혜정, 김원곤, 윤병동, "헤시안 행렬의 양정치 부등식 구속조건 적용을 통한 최적화 기반 모델 보정의 강건 향상 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-03
  • 손혜정, 이규석, 김원곤, 윤병동, "불인지 불확실성을 위한 바이어스 이용 통계적 모델 보정 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이계연, 이규석, 김원곤, 윤병동, "불인지 불확실성을 고려한 자동차 스티어링 컬럼 모델의 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 김원곤, 이규석, 손혜정, 이계연, 윤병동, "확률론적 모델 보정 문제의 해 물리적 적합성 향상을 위한 새로운 보정척도 연구: 주변확률 밀도함수와 상관계수 잔차 ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "자동차 CAE 모델에 대한 계층 및 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "플러그인 차량 모델에 대한 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 손혜정, 이규석, 김원곤, 오현석, 윤병동, "자동차 스티어링 컬럼의 진동 성능에 대한 통계적 모델 업데이트 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "최적화 기법을 이용한 통계적 보정을 위한 보정척도 비교 분석 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김원곤, 이규석, 손혜정, 오현석, 윤병동, "입/출력 변수의 불확실성 상관성을 고려한 차량 구조 유한요소 모델의 확률론적 보정 및 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 최환오, 손혜정, 김원곤, 이규석, 오현석, 윤병동, "해석모델의 효율적 검증을 위한 보정 척도 비교 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-08
  • Patent
  • Byeng D. Youn, Hyeonchan Lee, Wongon Kim, Hyejeong Son, and Hyunhee Choi, "Method for Determining initial Value of Markov Chain Monte Carlo Sampling ", Patent Registration, Republic of Korea, 10-2635503, 2024-02-05
  • Byeng D. Youn, Hyunjae Kim, and Wongon Kim, "Method for Detecting Mechanical Anomaly of Tap-changer ", Patent Registration, Republic of Korea, 10-2565620, 2023-08-07
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Method and Apparatus for Power Transformer Fault Diagnosis ", Patent Registration, Republic of Korea, 10-2374551, 2022-03-10
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Registration, Republic of Korea, 10-2354342, 2022-01-18
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, Sunwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same ", Patent Application, United States of America, US 2024/0053323 A1, 2024-02-15
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same", Patent Application, United States of America, 18/260090, 2023-06-30
  • Byeng D. Youn, Wongon Kim, Hwayong Jeong, Yong Seok Choi, and Soon Chul Byun, "System and Method for Estimating Pressure DIstribution of a Battery Cell ", Patent Application, United States of America, 18/079695, 2022-12-12
  • Byeng D. Youn, Yong Seok Choi, Soon Chul Byun, Wongon Kim, and Hwayong Jeong, "System and Method for Estimating Pressure Distribution of Fuel Cell ", Patent Application, Republic of Korea, 10-2022-0054203, 2022-05-02
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Application, Patent Cooperation Treaty, PCT/KR2021/013531, 2021-10-01
  • Awards
  • 임주현, 김원곤, 안성훈, 윤병동, "대한기계학회 2022년도 학술대회 - 우수논문상", 2023-05-18
  • 김원곤, 채민석, "2021년 K-인공지능 제조데이터 분석 경진대회 - 우수상(스마트제조혁신추진단장상)", 2021-12-16

  • Wongon Kim and Byeng D. Youn^*, "Physics-based Digital Twin Updating and Twin-based Explainable Crack Identification of Mechanical Lap Joint ", Reliability Engineering & System Safety, Under Revision
  • Hyeonchan Lee, Wongon Kim^*, Hyejeong Son, Hyunhee Choi, Soo-Ho Jo, and Byeng D. Youn^*, "A New Initial Point Search Algorithm for Bayesian Calibration with Insufficient Statistical Information: Greedy Stochastic Section Search ", Structural and Multidisciplinary Optimization, 2023-06
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, Hyunchan Lee, and Byeng D. Youn^*, "Digital Twin Approach for On-Load Tap Changers Using Data-driven Dynamic Model Updating and Optimization-based Operating Condition Estimation", Mechanical Systems and Signal Processing, 2022-12
  • Wongon Kim, Guesuk Lee^*, Hyejeong Son, Hyunhee Choi, and Byeng D. Youn^*, "Estimation of Fatigue Crack Initiation and Growth in Engineering Product Development using a Digital Twin Approach", Reliability Engineering & System Safety, 2022-10
  • Sunuwe Kim, Jongmin Park, Wongon Kim, Soo-Ho Jo^*, and Byeng D. Youn^*, "Learning from Even a Weak Teacher: Bridging Rule-based Duval Method and a Deep Neural Network for Power Transformer Fault Diagnosis ", International Journal of Electrical Power and Energy Systems, 2022-03
  • Hyejeong Son, Hyunhee Choi, Wongon Kim, Byeng D. Youn^*, and Guesuk Lee^*, "A Comparative Study of Statistical Validation Metrics with Consideration of Variance to Address Type II Errors in Statistical Model Validation ", Structural and Multidisciplinary Optimization, 2022-02
  • Sunuwe Kim¹, Soo-Ho Jo¹, Wongon Kim, Jongmin Park, Jingyo Jeong, Yeongmin Han, Daeil Kim, and Byeng D. Youn^*, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", IEEE Access, 2020-10
  • Wongon Kim, Heonjun Yoon^*, Guesuk Lee, Taejin Kim, and Byeng D. Youn^*, "A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals ", Reliability Engineering & System Safety, 2020-03
  • Guesuk Lee, Wongon Kim, Hyunseok Oh^*, Byeng D. Youn^*, and Nam H. Kim, "Review of Statistical Model Calibration and Validation-From the Perspective of Uncertainty Structures ", Structural and Multidisciplinary Optimization, 2019-10

  • 등록된 실적이 없습니다.

  • Wongon Kim and Byeng D. Youn, "Stochastic Physics-based Model Updating for Fatigue Crack Detection in Riveted Lap Joints Using Lamb Waves ", 15th World Congress on Computational Mechanics & 8th Asian Pacific Congress on Computational Mechanics , 2022-08-05
  • Wongon Kim and Byeng D. Youn, "Stochastic Physics-based Model Updating Using Lamb Waves for Fatigue Crack Detection in Riveted Lap Joints ", International Conference on Precision Engineering and Sustainable Manufacturing 2022, 2022-07-21
  • Minseok Chae, Wongon Kim, and Byeng D. Youn, "A Data-driven Molding Process Optimization Considering Important Features Related to Molding Quality and Efficiency", Asian Congress of Structural and Multidisciplinary Optimization 2022, 2022-05-24
  • Sunuwe Kim, Soo-Ho Jo, Wongon Kim, Jongmin Park, and Byeng D. Youn, "A Semi-Supervised Autoencoder with an Auxiliary Task (SAAT) to Extract a Health Feature Space for Power Transformer Fault Diagnosis Using Dissolved Gas Analysis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Wongon Kim, Sunuwe Kim, Jingyo Jeong, Hyunjae Kim, and Byeng D Youn, "A Model Updating Framework for a Digital Twin of On-Load Tap Changers ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Wongon Kim and Byeng D. Youn, " A Model Updating Framework for Digital Twin with an Insufficient Prior Knowledge ", 14th World Congress of Structural and Multidisciplinary Optimization, 2021-06-14
  • Wongon Kim and Byeng D. Youn, "A Statistical Model Updating for Mechanical Health State Estimation of On-Load Tap Changers ", Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020, 2020-11-23
  • Wongon Kim, Hyejeong Son, Guesuk Lee, and Byeng D. Youn, "A Recursive Model Updating to Estimate Fatigue Crack Initiation and Growth ", ASME Verification & Validation Symposium 2020, 2020-05-20
  • Wongon Kim, Sunuwe Kim, Hyunjae Kim, and Byeng D. Youn, "Sequential Shift Mechanism Fault Diagnosis of Power Transformer using Dynamic Model and Deep Learning", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sunuwe Kim, Hyunjae Kim, Wongon Kim, and Byeng D. Youn, "Autonomous Health Data Extraction for Power Transformer in Large Scale Data Sets using Autoencoder ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyejeong Son, Wongon Kim, Guesuk Lee, and Byeng D. Youn , "Optimization-Based Model Calibration Considering Model form Uncertainty to Improve Computational Predictions of Vibrational Behaviors ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-23
  • Wongon Kim, Guesuk Lee, Hyejeong Son, and Byeng D. Youn, "Statistical Model Calibration and Refinement of an Automotive Subframe Model for Estimating Crack Locations ", 13th World Congress of Structural and Multidisciplinary Optimization, 2019-05-20
  • Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn, "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Hyejeong Son, Guesuk Lee, Wongon Kim and Byeng D. Youn, "Statistical model calibration using bias ratio to consider model form uncertainty: A case study of an automobile steering system model ", Asian Congress of Structural Multidisciplinary Optimization 2018, 2018-05-22
  • Wongon Kim, Guesuk Lee, Hyejeong Son, Guilian Yi, Byeng D. Youn, "A New Calibration Metric to Improve the Solution Feasibility of Calibration Problems: Marginal Probability and Correlation Residuals (PCR) ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-08
  • Guesuk Lee, Hyunseok Oh, Wongon Kim, and Byeng D. Youn, "Classification of Statistical Model Validation Problems Considering the Nature of Uncertainty ", Asian Congress of Structural and Multidisciplinary Optimization 2016, 2016-05-24

  • 임주현, 김원곤, 안성훈, 윤병동, "FDM 방식 3D 프린터에 대한 딥러닝 기반 물성 추정 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 김원곤, 임주현, 안성훈, 윤병동, "융합 수지 압출 적층 조형의 디지털 트윈을 위한 최적화 기반 시계열 데이터 보간 기법 ", 대한기계학회 2022년 학술대회, 2022-11-09
  • 채민석, 김원곤, 윤병동, "사출 성형 작업의 성형 품질 관련 중요 인자를 고려한 데이터 기반 공학적 의사 결정 방법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 김원곤, 윤병동, "리벳 접합부 균열 발생 추정을 위한 램 파형을 이용한 통계적 물리 모델 갱신 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 이현찬, 김원곤, 손혜정, 최현희, 윤병동, "부족한 사전 지식 조건에서 마코프 체인 몬테카를로 방법을 위한 초기값 탐색 알고리즘 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-25
  • 김선의, 조수호, 김원곤, 박종민, 윤병동, "변압기 고장 진단을 위한 유중가스분석 기반 준감독 오토인코더와 보조 학습으로 건전성 평면 추출", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김원곤, 이규석, 손혜정, 윤병동, "피로 균열 생성 및 성장 추정을 위한 재귀적 모델 갱신 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김선의, 김원곤, 박종민, 정진교, 윤병동, "변형 조건부 GAN의 설명가능한 변압기 고장진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김원곤, 김선의, 정진교, 윤병동, "탭 절환 장치의 기계적 상태 추정을 위한 디지털 트윈 갱신 방법론 ", 2020년도 춘계 소음진동 학술대회, 2020-06-04
  • 김원곤, 이규석, 손혜정, 윤병동, "시스템 건전성 상태 천이 추정을 위한 재귀적 모델 갱신 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김선의, 김현재, 김원곤, 윤병동, "변압기 절연열화 추정을 위한 딥러닝 기반 건전성 데이터 추출 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김원곤, 김현재, 김선의, 윤병동, "변전 설비 기계적 구동 장치의 동적 모델을 이용한 이상 데이터 생성 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 손혜정, 이규석, 김원곤, 윤병동, "모델 불확실성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회, 2019-04-18
  • 김원곤, 김선의, 김현재, 윤병동, "Fault On Load Tap Changer Vibration Signal Generation using Dynamic Model ", PHM KOREA 2019, 2019-04-12
  • 김원곤, 이규석, 손혜정, 김태진, 윤병동, "차량 구조 모델의 통계적 보정을 통한 피로 균열 발생 지점 추정 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 손혜정, 이규석, 김원곤, 김태진, 윤병동, "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-27
  • 김원곤, 윤헌준, 이규석, 김태진, 윤병동, "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 이규석, 손혜정, 김원곤, 윤병동, "헤시안 행렬의 양정치 부등식 구속조건 적용을 통한 최적화 기반 모델 보정의 강건 향상 연구 ", 대한기계학회 2017년도 학술대회, 2017-11-03
  • 손혜정, 이규석, 김원곤, 윤병동, "불인지 불확실성을 위한 바이어스 이용 통계적 모델 보정 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 손혜정, 이계연, 이규석, 김원곤, 윤병동, "불인지 불확실성을 고려한 자동차 스티어링 컬럼 모델의 통계적 모델 보정 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 김원곤, 이규석, 손혜정, 이계연, 윤병동, "확률론적 모델 보정 문제의 해 물리적 적합성 향상을 위한 새로운 보정척도 연구: 주변확률 밀도함수와 상관계수 잔차 ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "자동차 CAE 모델에 대한 계층 및 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "플러그인 차량 모델에 대한 통계적 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 손혜정, 이규석, 김원곤, 오현석, 윤병동, "자동차 스티어링 컬럼의 진동 성능에 대한 통계적 모델 업데이트 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 이규석, 손혜정, 김원곤, 오현석, 윤병동, "최적화 기법을 이용한 통계적 보정을 위한 보정척도 비교 분석 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 김원곤, 이규석, 손혜정, 오현석, 윤병동, "입/출력 변수의 불확실성 상관성을 고려한 차량 구조 유한요소 모델의 확률론적 보정 및 검증 ", 대한기계학회 2016년도 학술대회, 2016-12-14
  • 최환오, 손혜정, 김원곤, 이규석, 오현석, 윤병동, "해석모델의 효율적 검증을 위한 보정 척도 비교 ", 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회, 2016-04-08

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Hyeonchan Lee, Wongon Kim, Hyejeong Son, and Hyunhee Choi, "Method for Determining initial Value of Markov Chain Monte Carlo Sampling ", Patent Registration, Republic of Korea, 10-2635503, 2024-02-05
  • Byeng D. Youn, Hyunjae Kim, and Wongon Kim, "Method for Detecting Mechanical Anomaly of Tap-changer ", Patent Registration, Republic of Korea, 10-2565620, 2023-08-07
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Method and Apparatus for Power Transformer Fault Diagnosis ", Patent Registration, Republic of Korea, 10-2374551, 2022-03-10
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Registration, Republic of Korea, 10-2354342, 2022-01-18
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, Sunwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same ", Patent Application, United States of America, US 2024/0053323 A1, 2024-02-15
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Transformer Malfunction Diagnosis Device and Malfuction Diagnosis Method Using Same", Patent Application, United States of America, 18/260090, 2023-06-30
  • Byeng D. Youn, Wongon Kim, Hwayong Jeong, Yong Seok Choi, and Soon Chul Byun, "System and Method for Estimating Pressure DIstribution of a Battery Cell ", Patent Application, United States of America, 18/079695, 2022-12-12
  • Byeng D. Youn, Yong Seok Choi, Soon Chul Byun, Wongon Kim, and Hwayong Jeong, "System and Method for Estimating Pressure Distribution of Fuel Cell ", Patent Application, Republic of Korea, 10-2022-0054203, 2022-05-02
  • Byeng D. Youn, Sunuwe Kim, Soo-Ho Jo, Jongmin Park, and Wongon Kim, "Fault Diagnosis Device of Transformer and Fault Diagnosis Method Using the Same ", Patent Application, Patent Cooperation Treaty, PCT/KR2021/013531, 2021-10-01

  • 임주현, 김원곤, 안성훈, 윤병동, "대한기계학회 2022년도 학술대회 - 우수논문상", 2023-05-18
  • 김원곤, 채민석, "2021년 K-인공지능 제조데이터 분석 경진대회 - 우수상(스마트제조혁신추진단장상)", 2021-12-16

  Name	Wongon Kim (김원곤)
  Graduation Year	February 2022
  Doctoral Dissertation	Investigation on Statistical Model Calibration and Updating of Physics and Data-driven Modeling for Hybrid Digital Twin
  Research Area	Statistial Model Verification and Validation for Digital Twin
  Location	Postdotoral Researcher at Structural Integrityand Health Monitoring Laboratory, Imperial College London
  E-mail	bethesome@gmail.com
  View Publications

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  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Chaehyun Suh, Heonjun Yoon^*, and Byeng D. Youn^*, "PCDC: Prototype-assisted Dual-contrastive Learning with Depthwise Separable Convolutional Neural Network for Few-shot Fault Diagnosis of Permanent Magnet Synchronous Motors under New Operating Conditions ", Journal of Computational Design and Engineering, Under Revision
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Stator Current Operation Compensation (SCOC): A Novel Preprocessing Method for Deep Learning-based Fault Diagnosis of Permanent Magnet Synchronous Motors Under Variable Operating Conditions ", Measurement, 2023-11
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "MPARN: Multi-scale Path Attention Residual Network for Fault Diagnosis of Rotating Machines ", Journal of Computational Design and Engineering, 2023-04
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "A Health Image for Deep Learning-based Fault Diagnosis of a Permanent Magnet Synchronous Motor Under Variable Operating Conditions : Instantaneous Current Residual Map", Reliability Engineering & System Safety, 2022-10
  • Chan Hee Park, Hyunjae Kim, Junmin Lee, Giljun Ahn, Myeongbaek Youn, and Byeng D. Youn^*, "A Feature Inherited Hierarchical Convolutional Neural Network (FI-HCNN) for Motor Fault Severity Estimation Using Stator Current Signals ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2021-07
  • Chan Hee Park, Junmin Lee, Hyeongmin Kim, Chaehyun Suh, Myeongbaek Youn, Yongjin Shin, Sung-Hoon Ahn, and Byeng D. Youn^*, "Drive-tolerant Current Residual Variance (DTCRV) for Fault Detection of a Permanent Magnet Synchronous Motor Under Operational Speed and Load Torque Conditions ", IEEE Access, 2021-03
  • Junmin Lee, Hyunseok Oh^*, Chan Hee Park, Byeng D. Youn^*, and Bongtae Han, "Test Scheme and Degradation Model of Accumulated Electrostatic Discharge (ESD) Damage for Insulated Gate Bipolar Transistor (IGBT) Prognostics ", IEEE Transactions on Device and Materials Reliability, 2019-03
  • International Conference
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Heonjun Yoon, and Byeng D. Youn, "Few-Shot Learning Method for Fault Diagnosis of Permanent Magnet Synchronous Motors Under New Operating Conditions ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn , "A Multi-scale Residual Network with Attention Mechanism for Fault Diagnosis of Rotating Machines ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-15
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Health Feature for Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "Anomaly Detection of Multichannel Complex Industrial Systems using Physically Grouped ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, Minseok Chae, Heonjun Yoon and Byeng D. Youn, "Physics-informed Convolutional Neural Network based Fault Diagnosis for Overhead Hoist Transports ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Deep learning-based Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-13
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Byeng D. Youn, "Domain Adversarial Neural Network based Unit Adaptation Method for Fault Detection of Overhead Hoist Transports ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17
  • Giljun Ahn, Junmin Lee, Chan Hee Park, Myeongbaek Youn, and Byeng D. Youn, "Inter-turn Short Circuit Fault Detection in Permanent Magnet Synchronous Motors Based on Reference Voltage ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-29
  • Chan Hee Park, Junmin Lee, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Fault Detection of PMSM under Non-Stationary Conditions Based on Wavelet Transformation Combined with Distance Approach ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-28
  • Chan Hee Park, Giljun Ahn, Sooho Kim, Jungho Park and Byeng D. Youn, "Autonomous Fault Diagnosis for Overhead Hoist Transport Vehicles Using Command Torque Signal ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Harmonic Distortion Based Motor Current Signature Analysis for Fault Diagnosis of a Permanent Magnet Synchronous Motor ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Chan Hee Park, Jungho Park, Joowhan Song, Juho Yang, Il Kyu Lee and Byeng D. Youn, "Fault Detection of an Overhead Hoist Transport Vehicle Using Feedback Control Signals ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Jun Young Lee, Insun Shin, Kyusung Jung, Byeng D. Youn, Hyun Soo Jang, Daeil Kwon and Joo-Ho Choi, "Exercising Standardization of Prognostics and Health Management (PHM) for Manufacturing Industry ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04
  • Junmin Lee, Hyunseok Oh, Chan Hee Park, Byeng D. Youn, Deog Hyeon Kim, Byung Hwa Kim, and Yong Un Cho, "Failure Precursor Identification and Degradation Modeling for Insulated Gate Bipolar Transistors Subjected to Electrical Stress ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Domestic Conference
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "다양한 운행조건에서 영구자석 동기모터의 미학습 고장 진단을 위한 퓨샷 학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "모터 고장 진단을 위한 손실 함수 적응적 가중치 기반 다중 도메인 적응 활용 토크 불변 특성 학습 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "다양한 토크 조건에서 모터 고장 진단을 위한 향상된 다중 소스 도메인 적응 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "적은 고장 데이터 상황에서의 퓨샷 학습 기반 영구 자석 동기 모터 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김형민, 박찬희, 서채현, 채민석, 오혜준, 윤병동, 윤헌준, "다양한 운행 조건에서 모터의 딥러닝 기반 순시 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤병동, 윤헌준, "모터 고장 진단을 위한 다중 소스 도메인 활용 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "일반화 및 설명 가능성을 위한 도메인 지식과 인공지능의 융합-물류 자동화 시스템에의 적용 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 채민석, 박찬희, 김형민, 서채현, 윤헌준, 윤병동, " 합성곱 신경망을 이용한 영구 자석 동기 전동기의 축 편심 고장과 부하 토크 진동 분류 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김형민, 박찬희, 서채현, 채민석, 윤헌준, 윤병동, "변속상황에서 산업용 전 동기의 딥러닝 기반 고장 진단 을 위한 전류 신호 리샘플링 기법 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 김형민, 박찬희, 서채현, 윤병동, "가변운행조건 하 영구자석 동기전동기의 딥러닝 기반 고장진단을 위한 전류 신호 전처리 기법 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 서채현, 박찬희, 김형민, 윤병동, "도메인 적대적 신경망 기반 Overhead Hoist Transport의 호기별 적응 기법을 활용한 고장 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 박찬희, 신용진, 윤명백, 윤병동, "다양한 운행 환경에 적용가능한 전류신호 기반 영구자석 전동기 고장감지법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 윤명백, 박찬희, 박정호, 윤병동, "시간-주파수 측정 방안에 따른 변속조건에서의 모터 및 기어박스 고장 특성에 관한 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 윤명백, 박찬희, 박정호, 윤병동, "시간 주파수 메트릭 기반 변속조건에서의 회전체 고장 특성에 관한 연구 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 박찬희, 이용오, 윤병동, "중첩 분포 이미지를 활용한 회전체 고장 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "Fault Diagnosis of PMSM with Inter-turn Short Circuit Fault Using Current of Short Circuit ", PHM KOREA 2019, 2019-04-11
  • 윤명백, 이준민, 박찬희, 안길준, 윤병동, "Spectral Energy Distribution Based Inter-Turn Short Circuit Fault Diagnosis for Permanent Magnet Synchronous Motor (PMSM) Under Variable Load Conditions ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 안길준, 김수호, 박정호, 윤병동, "Fault Diagnosis Framework for an Overhead Hoist Transport (OHT) Vehicle Using Control Signal ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 이준민, 안길준, 윤병동, "상전류 신호를 이용한 합성곱 네트워크 기반 유도전동기 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 이준민, 박찬희, 안길준, 윤명백, 윤병동, "전류 신호 특성 주파수를 활용한 협동로봇 모터 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "표면 부착형 영구자석 전동기의 권선단락고장 센서리스 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 이준민, 이동기, 박찬희, 윤헌준, 윤병동, "음향신호를 활용한 CNN 기반 불량 모터 분류기 개발 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 박찬희, 송주환, 박정호, 하종문, "반도체 운송장비(Overhead Hoist Transport, OHT) 실시간 건전성 관리 기술 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 이준민, 오현석, 박찬희, 윤병동, "생산설비 인버터 절연게이트 양극성 트랜지스터(IGBT)에 대한 열화모델 구축: 게이트-이미터 문턱 전압(VGE(th))을 중심으로 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 이준민, 오현석, 박찬희, 윤병동, 김덕현, 김병화, 조용운, "정전기방전을 통한 절연 게이트 양극성 트랜지스터(IGBT) 인위적 결함 인가 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27
  • Patent
  • Byeng D. Youn, Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Method and Apparatus for Generating an Image for Motor Fault Diagnosis, and Method and Apparatus for Motor Fault Diagnosis Using Said Image ", Patent Registration, Republic of Korea, 10-2601072, 2023-11-07
  • Byeng D. Youn, Chan Hee Park, Hyunjae Kim, Junmin Lee, and Myeongbaek Youn, "Method and Apparatus for Diagnosis of Motor Using Current Signals ", Patent Registration, Republic of Korea, 10-2538542, 2023-05-25
  • Byeng D. Youn, Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Minseok Chae, "Method and Apparatus for Diagnosis of Motor Using Multi-Channel Signals ", Patent Registration, Republic of Korea, 10-2480899, 2022-12-20
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, and Minseok Chae, "Error Detection Apparatus and Method of Motor", Patent Registration, Republic of Korea, 10-2473124, 2022-11-28
  • Byeng D. Youn, Chan Hee Park, Junmin Lee, Yongjin Shin, Giljun Ahn, and Myeongbaek Youn, "Apparatus and Method for Determining Fault of Motor in Variable Driving Environment ", Patent Registration, Republic of Korea, 10-2395570, 2022-05-03
  • Byeng D. Youn, Junmin Lee, Chan Hee Park, Giljun Ahn, and Myeongbaek Youn, "Fault Diagnosis Method of Synchronous Motor ", Patent Registration, Republic of Korea, 10-2212084, 2021-01-29
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Apparatus and Method for Fault Diagnosis of Rotating Machinery Using Multi-scale Dilated Convolution ", Patent Application, Republic of Korea, 10-2022-0067622, 2022-06-02
  • Awards
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 박찬희, "대한기계학회 CAE 및 응용역학부문 2022년도 - 우수학위논문상(박사)", 2022-05-19
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Gold Medal)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동 , "International Conference on Energy, Aquatech and Sustainability 2021 - Best Presentation Award", 2021-08-13
  • 윤명백, 박찬희, 박정호, 윤병동, "대한기계학회 2020년도 춘계학술대회 신뢰성부문 - 우수논문상", 2020-07-16
  • 박찬희, 송주환, 하종문, 박정호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2017-11-02
  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04
  • 박찬희, "BK21플러스 박사 펠로우십 ", 2016-06-09

  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Chaehyun Suh, Heonjun Yoon^*, and Byeng D. Youn^*, "PCDC: Prototype-assisted Dual-contrastive Learning with Depthwise Separable Convolutional Neural Network for Few-shot Fault Diagnosis of Permanent Magnet Synchronous Motors under New Operating Conditions ", Journal of Computational Design and Engineering, Under Revision
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Stator Current Operation Compensation (SCOC): A Novel Preprocessing Method for Deep Learning-based Fault Diagnosis of Permanent Magnet Synchronous Motors Under Variable Operating Conditions ", Measurement, 2023-11
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "MPARN: Multi-scale Path Attention Residual Network for Fault Diagnosis of Rotating Machines ", Journal of Computational Design and Engineering, 2023-04
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "A Health Image for Deep Learning-based Fault Diagnosis of a Permanent Magnet Synchronous Motor Under Variable Operating Conditions : Instantaneous Current Residual Map", Reliability Engineering & System Safety, 2022-10
  • Chan Hee Park, Hyunjae Kim, Junmin Lee, Giljun Ahn, Myeongbaek Youn, and Byeng D. Youn^*, "A Feature Inherited Hierarchical Convolutional Neural Network (FI-HCNN) for Motor Fault Severity Estimation Using Stator Current Signals ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2021-07
  • Chan Hee Park, Junmin Lee, Hyeongmin Kim, Chaehyun Suh, Myeongbaek Youn, Yongjin Shin, Sung-Hoon Ahn, and Byeng D. Youn^*, "Drive-tolerant Current Residual Variance (DTCRV) for Fault Detection of a Permanent Magnet Synchronous Motor Under Operational Speed and Load Torque Conditions ", IEEE Access, 2021-03
  • Junmin Lee, Hyunseok Oh^*, Chan Hee Park, Byeng D. Youn^*, and Bongtae Han, "Test Scheme and Degradation Model of Accumulated Electrostatic Discharge (ESD) Damage for Insulated Gate Bipolar Transistor (IGBT) Prognostics ", IEEE Transactions on Device and Materials Reliability, 2019-03

  • 등록된 실적이 없습니다.

  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Heonjun Yoon, and Byeng D. Youn, "Few-Shot Learning Method for Fault Diagnosis of Permanent Magnet Synchronous Motors Under New Operating Conditions ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn , "A Multi-scale Residual Network with Attention Mechanism for Fault Diagnosis of Rotating Machines ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-15
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Health Feature for Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "Anomaly Detection of Multichannel Complex Industrial Systems using Physically Grouped ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, Minseok Chae, Heonjun Yoon and Byeng D. Youn, "Physics-informed Convolutional Neural Network based Fault Diagnosis for Overhead Hoist Transports ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Deep learning-based Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-13
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Byeng D. Youn, "Domain Adversarial Neural Network based Unit Adaptation Method for Fault Detection of Overhead Hoist Transports ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17
  • Giljun Ahn, Junmin Lee, Chan Hee Park, Myeongbaek Youn, and Byeng D. Youn, "Inter-turn Short Circuit Fault Detection in Permanent Magnet Synchronous Motors Based on Reference Voltage ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-29
  • Chan Hee Park, Junmin Lee, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Fault Detection of PMSM under Non-Stationary Conditions Based on Wavelet Transformation Combined with Distance Approach ", Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2019-08-28
  • Chan Hee Park, Giljun Ahn, Sooho Kim, Jungho Park and Byeng D. Youn, "Autonomous Fault Diagnosis for Overhead Hoist Transport Vehicles Using Command Torque Signal ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Myeongbaek Youn and Byeng D. Youn, "Harmonic Distortion Based Motor Current Signature Analysis for Fault Diagnosis of a Permanent Magnet Synchronous Motor ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Chan Hee Park, Jungho Park, Joowhan Song, Juho Yang, Il Kyu Lee and Byeng D. Youn, "Fault Detection of an Overhead Hoist Transport Vehicle Using Feedback Control Signals ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Junmin Lee, Chan Hee Park, Giljun Ahn, Jun Young Lee, Insun Shin, Kyusung Jung, Byeng D. Youn, Hyun Soo Jang, Daeil Kwon and Joo-Ho Choi, "Exercising Standardization of Prognostics and Health Management (PHM) for Manufacturing Industry ", Industry Forum: Monitoring, Diagnostics, and Prognostics for Manufacturing Operations, 2018-05-09
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04
  • Junmin Lee, Hyunseok Oh, Chan Hee Park, Byeng D. Youn, Deog Hyeon Kim, Byung Hwa Kim, and Yong Un Cho, "Failure Precursor Identification and Degradation Modeling for Insulated Gate Bipolar Transistors Subjected to Electrical Stress ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03

  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "다양한 운행조건에서 영구자석 동기모터의 미학습 고장 진단을 위한 퓨샷 학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "모터 고장 진단을 위한 손실 함수 적응적 가중치 기반 다중 도메인 적응 활용 토크 불변 특성 학습 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "다양한 토크 조건에서 모터 고장 진단을 위한 향상된 다중 소스 도메인 적응 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "적은 고장 데이터 상황에서의 퓨샷 학습 기반 영구 자석 동기 모터 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김형민, 박찬희, 서채현, 채민석, 오혜준, 윤병동, 윤헌준, "다양한 운행 조건에서 모터의 딥러닝 기반 순시 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤병동, 윤헌준, "모터 고장 진단을 위한 다중 소스 도메인 활용 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "일반화 및 설명 가능성을 위한 도메인 지식과 인공지능의 융합-물류 자동화 시스템에의 적용 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 채민석, 박찬희, 김형민, 서채현, 윤헌준, 윤병동, " 합성곱 신경망을 이용한 영구 자석 동기 전동기의 축 편심 고장과 부하 토크 진동 분류 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김형민, 박찬희, 서채현, 채민석, 윤헌준, 윤병동, "변속상황에서 산업용 전 동기의 딥러닝 기반 고장 진단 을 위한 전류 신호 리샘플링 기법 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 김형민, 박찬희, 서채현, 윤병동, "가변운행조건 하 영구자석 동기전동기의 딥러닝 기반 고장진단을 위한 전류 신호 전처리 기법 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 서채현, 박찬희, 김형민, 윤병동, "도메인 적대적 신경망 기반 Overhead Hoist Transport의 호기별 적응 기법을 활용한 고장 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 박찬희, 신용진, 윤명백, 윤병동, "다양한 운행 환경에 적용가능한 전류신호 기반 영구자석 전동기 고장감지법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 윤명백, 박찬희, 박정호, 윤병동, "시간-주파수 측정 방안에 따른 변속조건에서의 모터 및 기어박스 고장 특성에 관한 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 윤명백, 박찬희, 박정호, 윤병동, "시간 주파수 메트릭 기반 변속조건에서의 회전체 고장 특성에 관한 연구 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 박찬희, 이용오, 윤병동, "중첩 분포 이미지를 활용한 회전체 고장 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "Fault Diagnosis of PMSM with Inter-turn Short Circuit Fault Using Current of Short Circuit ", PHM KOREA 2019, 2019-04-11
  • 윤명백, 이준민, 박찬희, 안길준, 윤병동, "Spectral Energy Distribution Based Inter-Turn Short Circuit Fault Diagnosis for Permanent Magnet Synchronous Motor (PMSM) Under Variable Load Conditions ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 안길준, 김수호, 박정호, 윤병동, "Fault Diagnosis Framework for an Overhead Hoist Transport (OHT) Vehicle Using Control Signal ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 이준민, 안길준, 윤병동, "상전류 신호를 이용한 합성곱 네트워크 기반 유도전동기 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 이준민, 박찬희, 안길준, 윤명백, 윤병동, "전류 신호 특성 주파수를 활용한 협동로봇 모터 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 안길준, 이준민, 박찬희, 윤명백, 윤병동, "표면 부착형 영구자석 전동기의 권선단락고장 센서리스 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 이준민, 이동기, 박찬희, 윤헌준, 윤병동, "음향신호를 활용한 CNN 기반 불량 모터 분류기 개발 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 박찬희, 송주환, 박정호, 하종문, "반도체 운송장비(Overhead Hoist Transport, OHT) 실시간 건전성 관리 기술 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 이준민, 오현석, 박찬희, 윤병동, "생산설비 인버터 절연게이트 양극성 트랜지스터(IGBT)에 대한 열화모델 구축: 게이트-이미터 문턱 전압(VGE(th))을 중심으로 ", 대한기계학회 2016년도 학술대회, 2016-12-16
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 이준민, 오현석, 박찬희, 윤병동, 김덕현, 김병화, 조용운, "정전기방전을 통한 절연 게이트 양극성 트랜지스터(IGBT) 인위적 결함 인가 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-27

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Method and Apparatus for Generating an Image for Motor Fault Diagnosis, and Method and Apparatus for Motor Fault Diagnosis Using Said Image ", Patent Registration, Republic of Korea, 10-2601072, 2023-11-07
  • Byeng D. Youn, Chan Hee Park, Hyunjae Kim, Junmin Lee, and Myeongbaek Youn, "Method and Apparatus for Diagnosis of Motor Using Current Signals ", Patent Registration, Republic of Korea, 10-2538542, 2023-05-25
  • Byeng D. Youn, Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Minseok Chae, "Method and Apparatus for Diagnosis of Motor Using Multi-Channel Signals ", Patent Registration, Republic of Korea, 10-2480899, 2022-12-20
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, and Minseok Chae, "Error Detection Apparatus and Method of Motor", Patent Registration, Republic of Korea, 10-2473124, 2022-11-28
  • Byeng D. Youn, Chan Hee Park, Junmin Lee, Yongjin Shin, Giljun Ahn, and Myeongbaek Youn, "Apparatus and Method for Determining Fault of Motor in Variable Driving Environment ", Patent Registration, Republic of Korea, 10-2395570, 2022-05-03
  • Byeng D. Youn, Junmin Lee, Chan Hee Park, Giljun Ahn, and Myeongbaek Youn, "Fault Diagnosis Method of Synchronous Motor ", Patent Registration, Republic of Korea, 10-2212084, 2021-01-29
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Apparatus and Method for Fault Diagnosis of Rotating Machinery Using Multi-scale Dilated Convolution ", Patent Application, Republic of Korea, 10-2022-0067622, 2022-06-02

  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 박찬희, "대한기계학회 CAE 및 응용역학부문 2022년도 - 우수학위논문상(박사)", 2022-05-19
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Gold Medal)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동 , "International Conference on Energy, Aquatech and Sustainability 2021 - Best Presentation Award", 2021-08-13
  • 윤명백, 박찬희, 박정호, 윤병동, "대한기계학회 2020년도 춘계학술대회 신뢰성부문 - 우수논문상", 2020-07-16
  • 박찬희, 송주환, 하종문, 박정호, "KSME-SEMES 오픈 이노베이션 챌린지 - 동상", 2017-11-02
  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04
  • 박찬희, "BK21플러스 박사 펠로우십 ", 2016-06-09

  Name	Chan Hee Park (박찬희)
  Graduation Year	February 2022
  Doctoral Dissertation	Physics-guided Deep Learning Study for Fault Diagnostics of Industrial Motors Under Variable Operating Conditions Using Stator Current Signals
  Research Area	Prognostics and Health Management for Motors
  Location	SAMSUNG Electronics
  E-mail	pc.hee93@gmail.com
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Kyumin Na, Yunhan Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "FASER: Fault-affected Signal Energy Ratio for Fault Diagnosis of Gearboxes Under Repetitive Operating Conditions ", Expert Systems with Applications, 2024-03
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Deep Transferable Motion-Adaptive Fault Detection Method for Industrial Robots Using a Residual-Convolutional Neural Network", ISA Transactions, 2022-09
  • Yunhan Kim¹, Taekyum Kim¹, Byeng D. Youn^*, and Sung-Hoon Ahn^*, "Machining Quality Monitoring (MQM) in Laser-Assisted Micro-Milling of Glass Using Cutting Force Signals: An Image-Based Deep Transfer Learning ", Journal of Intelligent Manufacturing, 2022-08
  • Jungho Park, Yunhan Kim, Kyumin Na, Byeng D. Youn^*, Yuejian Chen, Ming J. Zuo^*, and Yong-Chae Bae, "An Image-based Feature Extraction Method for Fault Diagnosis of Variable-speed Rotating Machinery ", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Health-adaptive Time-Scale Representation (HTSR) Embedded Convolutional Neural Network for Gearbox Fault Diagnostics", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Myeongbaek Youn, Yunhan Kim, Dongki Lee, Minki Cho, and Byeng D. Youn^*, "Fatigue Crack Length Estimation and Prediction using Trans-Fitting with Support Vector Regression ", International Journal of Prognostics and Health Management, 2020-12
  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan, Byeng D. Youn^*, and Chang-soon Kang, "Phase-Based Time Domain Averaging (PTDA) for Fault Detection of a Gearbox in an Industrial Robot Using Vibration Signals ", Mechanical Systems and Signal Processing, 2020-04
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "Variance of Energy Residual (VER): An Efficient Method for Planetary Gear Fault Detection Under Variable-Speed Conditions ", Journal of Sound and Vibration, 2019-08
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, Yunhan Kim, and Sooho Kim, "Life-Cycle Maintenance Cost Analysis Framework Considering Time-Dependent False and Missed Alarms for Fault Diagnosis ", Reliability Engineering & System Safety, 2019-04
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, and Yunhan Kim, "A Newly Formulated Resilience Measure that Considers False Alarms ", Reliability Engineering & System Safety, 2017-11
  • International Conference
  • In Chan Lee, Su J. Kim, Yunhan Kim, Joo Hyeon Im, Minseok Chae, and Byeng D. Youn, "A Statistical Approach for Estimating Component Lifetime Based on Accelerated Life Testing Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-10
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Multiscale Convolutional Neural Network for Industrial Gearbox Fault Diagnostics ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Intelligent Fault Diagnostics Based on a New Convolutional Neural Network for Smart Manufacturing ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-12
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Fault Detection Method of Industrial Robots Using Motor Current Signals via Convolutional Neural Network (CNN) ", The 5th International Conference on Materials and Reliability, 2019-11-27
  • Myeongbaek Youn, Yunhan Kim, Dongki Lee, and Minki Cho, "A Fatigue Crack Length Estimation and Prediction using Trans-fitting with Support Vector Regression ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Fault Detection of a Planetary Gear under Variable-speed Conditions Based on Time-frequency Image ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Hao Yuan, Jungho Park, Yunhan Kim, and Byeng D. Youn, "Elimination of Multi-axis Interference in Fault Detection of Industrial Robot based on Blind Source Separation ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan and Byeng D. Youn, "Vibration-Based Fault Detection of a Gearbox in an Industrial Robot Using Improved Time Domain Averaging ", International Symposium on Precision Engineering and Sustainable Manufacturing, 2019-07-11
  • Kyumin Na, Jungho Park, Yunhan Kim and Byeng D. Youn, "Optimal Frequency Band Energy for Fault Diagnosis of Industrial Robot Using Current Signal ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Yunhan Kim, Jungho Park, Kyumin Na, Byeng D. Youn, Chang-Soon Kang and Jae-Sang You, "Robust Fault Detection Method for Industrial Robots under Various Operating Conditions ", ASME 2018 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2018-08-29
  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Joung Taek Yoon, Minji Yoo, Yunhan Kim and Byeng D. Youn, "A Probabilistic Approach to Maintenance Cost Analysis Considering Time-dependent False Alarms for PHM Design ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Minji Yoo, Joung Taek Yoon, Yunhan Kim, Byeng D. Youn, "Does PHM Make an Engineered System Resilient under Sensor Faults? ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Byeng D. Youn, "A Time-varying Energy Residual (TVER) Method for Fault Detection of a Planetary Gear under Variable Speed Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Joung Taek Yoon, Minji Yoo, Byeng D. Youn, Yunhan Kim, "A New Resilience-Driven System Design Considering False Alarms ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06
  • Domestic Conference
  • 김윤한, 하종문, 나규민, 윤병동, "유성기어박스의 고장 진단을 위한 향상된 웨이블릿 변환 기반 신호 복조 방법 ", 한국정밀공학회 2020 통합학술대회, 2020-09-15
  • 김윤한, 김태겸, 윤병동, 안성훈, "유리의 레이저 보조 미세 가공에서의 가공 품질 분류를 위한 이미지 기반 전이학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 오영탁, 나규민, 김윤한, 윤병동, "산업용 로봇 기어박스의 동작 적응형 퓨샷 고장 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김윤한, 정진교, 김수호, 윤병동, "코일 전류 분석을 활용한 고압 차단기의 딥러닝 기반 고장 감지 방법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 나규민, 김윤한, 윤병동, "순간 주파수 기반 신호 분해를 활용한 기어박스 고장 진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김윤한, 김태겸, 윤병동, 안성훈, "유리의 레이저 보조 미세 가공의 딥러닝 기반 가공 품질 모니터링 방법 개발 ", 2020 한국생산제조학회 춘계학술대회, 2020-07-13
  • 김윤한, 박정호, 나규민, 윤병동, "포락선 평균법을 활용한 향상된 복조 분석 기반 유성기어박스 고장 진단 방법 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 나규민, 박정호, 김윤한, 윤병동, "굴삭기 기어박스 고장 진단을 위한 고장 정보 강화 전처리 이미지 기반 트랜스퍼 러닝 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김윤한, 박정호, 나규민, 유안 하오, 윤병동, "산업용 로봇 기어박스 고장 감지를 위한 위상정보 활용 시간영역 평균법 ", PHM KOREA 2019, 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "산업용 로봇의 고장 진단을 위한 자율적 최적 주파수 에너지 선택 기법 ", PHM KOREA 2019, 2019-04-12
  • 박정호, 김윤한, 나규민, 윤병동, 주오 밍, "이미지 데이터를 이용한 가변 속도 유성기어의 고장 감지 기법 개발", PHM KOREA 2019, 2019-04-11
  • 유안 하오, 박정호, 김윤한, 윤병동, "Vibration Signal Separation for Fault Detection of Industrial Robot Gearboxes under Multi-axis Interference ", PHM KOREA 2019, 2019-04-11
  • 비카스 샤마, 김윤한, 박정호, 윤병동, "Joint decomposition analysis for fault diagnosis of planet gears under non-stationary speed conditions ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 유안 하오, 박정호, 김윤한, 윤병동, "Elimination of Multi-axis Interference in Industrial Robot Fault Detection ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김윤한, 박정호, 나규민, 윤병동, "위상 정보 활용 시간 영역 평균법을 이용한 산업용 로봇 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 박정호, 김윤한, 나규민, 윤병동, "시간-주파수 이미지 데이터를 활용한 가변 속도 유성기어의 고장 감지법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김수호, 김윤한, 윤병동, "인공지능 기반 위성기어박스 고장 진단 알고리즘 개발에 진동 센서 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김윤한, 박정호, 나규민, 윤병동, 강창순, 유재상, "산업용 로봇의 운행 환경에 따른 진동 신호 기반 건전성 인자 특성 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김수호, 이규석, 김윤한, 윤병동, "유성기어박스의 건전성 진단을 위한 하중 조건 정규화 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 김윤한, 박정호, 윤병동, "물성치의 불확실성을 고려한 스퍼기어 모델 크랙 성장에 따른 건전성 인자 비교 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 박정호, 하종문, 김윤한, 윤병동, "가변 속도 유성기어의 고장진단법 개발 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 윤정택, 윤병동, 유민지, 김윤한, "Engineering Resilience Quantification Considering False Alarms ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 박정호, 하종문, 김윤한, 윤병동, "비정상 운행조건하 유성기어의 진동기반 고장진단법 개발 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • Patent
  • Byeng D. Youn, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault of Planetary Gearbox Using Cepstrum-based Signal Analysis ", Patent Registration, Republic of Korea, 10-2598458, 2023-11-01
  • Byeng D. Youn, Kyumin Na, and Yunhan Kim, " Motion Signal Extraction System and Method Based on Vibration Signal", Patent Registration, Republic of Korea, 10-2566810, 2023-08-09
  • Byeng D. Youn and Yunhan Kim, " Industrial Gearbox Failure Diagnosis Apparatus and Method Using Convolutional Neural Network Based on Adaptive Time-frequency Representation ", Patent Registration, Republic of Korea, 10-2404498, 2022-05-27
  • Byeng D. Youn, Yunhan Kim, Kyumin Na, and Jungho Park, "Apparatus and Method for Detecting Fault of Gearbox Using Phase Information ", Patent Registration, Republic of Korea, 10-2382628, 2022-03-30
  • Byeng D. Youn, Yunhan Kim, Sung-Hoon Ahn, and Taekyum Kim, "Machining Quality Monitoring Method Based on Transfer Learning with Multi-layer Recurrence Plot ", Patent Registration, Republic of Korea, 10-2362971, 2022-02-10
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault Using Time-Frequency Image ", Patent Registration, Republic of Korea, 10-2161577, 2020-09-24
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Fault Detection Apparatus and Method for Gears under Variable-Speed Condition Using Short-Time Fourier Transform", Patent Registration, Republic of Korea, 10-2077298, 2020-02-07
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23
  • Awards
  • 김윤한, "대한기계학회 신뢰성부문 2022년도 - 우수학위논문상(박사)", 2022-03-24
  • 김윤한, "서울대학교 기계공학부 2021학년도 2학기 우수박사학위논문상", 2022-02-25
  • 김윤한, 나규민, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Bronze Medal)", 2021-09-10
  • 김윤한, 정진교, 김수호, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수발표상", 2020-07-23
  • 김윤한, 박정호, 나규민, 윤병동, "대한기계학회 2019년도 학술대회 신뢰성부문 - 우수학생논문상", 2020-07-16
  • 김명연, 김윤한, "산업AI해커톤 Factory Hack Korea 2020 - 장려상", 2020-01-18
  • 오영탁, 김윤한, 나규민, 윤병동, "International Conference on Materials and Reliability 2019 - Best Paper Award", 2019-12-10
  • 윤명백, 김윤한, 이동기, 조민기, "2019 PHM Society Data Challenge Competition - Winner (1st Place)", 2019-09-25
  • 나규민, 박정호, 김윤한, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 박정호, 하종문, 김윤한, 윤병동, "대한기계학회 2016년도 학술대회 신뢰성부문 - 우수학생논문상", 2017-02-23

  • Kyumin Na, Yunhan Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "FASER: Fault-affected Signal Energy Ratio for Fault Diagnosis of Gearboxes Under Repetitive Operating Conditions ", Expert Systems with Applications, 2024-03
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Deep Transferable Motion-Adaptive Fault Detection Method for Industrial Robots Using a Residual-Convolutional Neural Network", ISA Transactions, 2022-09
  • Yunhan Kim¹, Taekyum Kim¹, Byeng D. Youn^*, and Sung-Hoon Ahn^*, "Machining Quality Monitoring (MQM) in Laser-Assisted Micro-Milling of Glass Using Cutting Force Signals: An Image-Based Deep Transfer Learning ", Journal of Intelligent Manufacturing, 2022-08
  • Jungho Park, Yunhan Kim, Kyumin Na, Byeng D. Youn^*, Yuejian Chen, Ming J. Zuo^*, and Yong-Chae Bae, "An Image-based Feature Extraction Method for Fault Diagnosis of Variable-speed Rotating Machinery ", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Health-adaptive Time-Scale Representation (HTSR) Embedded Convolutional Neural Network for Gearbox Fault Diagnostics", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Myeongbaek Youn, Yunhan Kim, Dongki Lee, Minki Cho, and Byeng D. Youn^*, "Fatigue Crack Length Estimation and Prediction using Trans-Fitting with Support Vector Regression ", International Journal of Prognostics and Health Management, 2020-12
  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan, Byeng D. Youn^*, and Chang-soon Kang, "Phase-Based Time Domain Averaging (PTDA) for Fault Detection of a Gearbox in an Industrial Robot Using Vibration Signals ", Mechanical Systems and Signal Processing, 2020-04
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "Variance of Energy Residual (VER): An Efficient Method for Planetary Gear Fault Detection Under Variable-Speed Conditions ", Journal of Sound and Vibration, 2019-08
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, Yunhan Kim, and Sooho Kim, "Life-Cycle Maintenance Cost Analysis Framework Considering Time-Dependent False and Missed Alarms for Fault Diagnosis ", Reliability Engineering & System Safety, 2019-04
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, and Yunhan Kim, "A Newly Formulated Resilience Measure that Considers False Alarms ", Reliability Engineering & System Safety, 2017-11

  • 등록된 실적이 없습니다.

  • In Chan Lee, Su J. Kim, Yunhan Kim, Joo Hyeon Im, Minseok Chae, and Byeng D. Youn, "A Statistical Approach for Estimating Component Lifetime Based on Accelerated Life Testing Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-10
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Multiscale Convolutional Neural Network for Industrial Gearbox Fault Diagnostics ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Intelligent Fault Diagnostics Based on a New Convolutional Neural Network for Smart Manufacturing ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-12
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Fault Detection Method of Industrial Robots Using Motor Current Signals via Convolutional Neural Network (CNN) ", The 5th International Conference on Materials and Reliability, 2019-11-27
  • Myeongbaek Youn, Yunhan Kim, Dongki Lee, and Minki Cho, "A Fatigue Crack Length Estimation and Prediction using Trans-fitting with Support Vector Regression ", Annual Conference of the Prognostics and Health Management Society 2019, 2019-09-25
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Fault Detection of a Planetary Gear under Variable-speed Conditions Based on Time-frequency Image ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Hao Yuan, Jungho Park, Yunhan Kim, and Byeng D. Youn, "Elimination of Multi-axis Interference in Fault Detection of Industrial Robot based on Blind Source Separation ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan and Byeng D. Youn, "Vibration-Based Fault Detection of a Gearbox in an Industrial Robot Using Improved Time Domain Averaging ", International Symposium on Precision Engineering and Sustainable Manufacturing, 2019-07-11
  • Kyumin Na, Jungho Park, Yunhan Kim and Byeng D. Youn, "Optimal Frequency Band Energy for Fault Diagnosis of Industrial Robot Using Current Signal ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Yunhan Kim, Jungho Park, Kyumin Na, Byeng D. Youn, Chang-Soon Kang and Jae-Sang You, "Robust Fault Detection Method for Industrial Robots under Various Operating Conditions ", ASME 2018 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2018-08-29
  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Joung Taek Yoon, Minji Yoo, Yunhan Kim and Byeng D. Youn, "A Probabilistic Approach to Maintenance Cost Analysis Considering Time-dependent False Alarms for PHM Design ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Minji Yoo, Joung Taek Yoon, Yunhan Kim, Byeng D. Youn, "Does PHM Make an Engineered System Resilient under Sensor Faults? ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Byeng D. Youn, "A Time-varying Energy Residual (TVER) Method for Fault Detection of a Planetary Gear under Variable Speed Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Joung Taek Yoon, Minji Yoo, Byeng D. Youn, Yunhan Kim, "A New Resilience-Driven System Design Considering False Alarms ", 12th World Congress of Structural and Multidisciplinary Optimization, 2017-06-06

  • 김윤한, 하종문, 나규민, 윤병동, "유성기어박스의 고장 진단을 위한 향상된 웨이블릿 변환 기반 신호 복조 방법 ", 한국정밀공학회 2020 통합학술대회, 2020-09-15
  • 김윤한, 김태겸, 윤병동, 안성훈, "유리의 레이저 보조 미세 가공에서의 가공 품질 분류를 위한 이미지 기반 전이학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 오영탁, 나규민, 김윤한, 윤병동, "산업용 로봇 기어박스의 동작 적응형 퓨샷 고장 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김윤한, 정진교, 김수호, 윤병동, "코일 전류 분석을 활용한 고압 차단기의 딥러닝 기반 고장 감지 방법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 나규민, 김윤한, 윤병동, "순간 주파수 기반 신호 분해를 활용한 기어박스 고장 진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김윤한, 김태겸, 윤병동, 안성훈, "유리의 레이저 보조 미세 가공의 딥러닝 기반 가공 품질 모니터링 방법 개발 ", 2020 한국생산제조학회 춘계학술대회, 2020-07-13
  • 김윤한, 박정호, 나규민, 윤병동, "포락선 평균법을 활용한 향상된 복조 분석 기반 유성기어박스 고장 진단 방법 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 나규민, 박정호, 김윤한, 윤병동, "굴삭기 기어박스 고장 진단을 위한 고장 정보 강화 전처리 이미지 기반 트랜스퍼 러닝 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김윤한, 박정호, 나규민, 유안 하오, 윤병동, "산업용 로봇 기어박스 고장 감지를 위한 위상정보 활용 시간영역 평균법 ", PHM KOREA 2019, 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "산업용 로봇의 고장 진단을 위한 자율적 최적 주파수 에너지 선택 기법 ", PHM KOREA 2019, 2019-04-12
  • 박정호, 김윤한, 나규민, 윤병동, 주오 밍, "이미지 데이터를 이용한 가변 속도 유성기어의 고장 감지 기법 개발", PHM KOREA 2019, 2019-04-11
  • 유안 하오, 박정호, 김윤한, 윤병동, "Vibration Signal Separation for Fault Detection of Industrial Robot Gearboxes under Multi-axis Interference ", PHM KOREA 2019, 2019-04-11
  • 비카스 샤마, 김윤한, 박정호, 윤병동, "Joint decomposition analysis for fault diagnosis of planet gears under non-stationary speed conditions ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 유안 하오, 박정호, 김윤한, 윤병동, "Elimination of Multi-axis Interference in Industrial Robot Fault Detection ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김윤한, 박정호, 나규민, 윤병동, "위상 정보 활용 시간 영역 평균법을 이용한 산업용 로봇 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 박정호, 김윤한, 나규민, 윤병동, "시간-주파수 이미지 데이터를 활용한 가변 속도 유성기어의 고장 감지법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김수호, 김윤한, 윤병동, "인공지능 기반 위성기어박스 고장 진단 알고리즘 개발에 진동 센서 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김윤한, 박정호, 나규민, 윤병동, 강창순, 유재상, "산업용 로봇의 운행 환경에 따른 진동 신호 기반 건전성 인자 특성 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김수호, 이규석, 김윤한, 윤병동, "유성기어박스의 건전성 진단을 위한 하중 조건 정규화 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 김윤한, 박정호, 윤병동, "물성치의 불확실성을 고려한 스퍼기어 모델 크랙 성장에 따른 건전성 인자 비교 ", 대한기계학회 CAE 및 응용역학부문 2017년도 춘계학술대회, 2017-05-25
  • 박정호, 하종문, 김윤한, 윤병동, "가변 속도 유성기어의 고장진단법 개발 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 윤정택, 윤병동, 유민지, 김윤한, "Engineering Resilience Quantification Considering False Alarms ", 한국전산역학회 2017년도 학술대회, 2017-02-10
  • 박정호, 하종문, 김윤한, 윤병동, "비정상 운행조건하 유성기어의 진동기반 고장진단법 개발 ", 대한기계학회 2016년도 학술대회, 2016-12-15

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault of Planetary Gearbox Using Cepstrum-based Signal Analysis ", Patent Registration, Republic of Korea, 10-2598458, 2023-11-01
  • Byeng D. Youn, Kyumin Na, and Yunhan Kim, " Motion Signal Extraction System and Method Based on Vibration Signal", Patent Registration, Republic of Korea, 10-2566810, 2023-08-09
  • Byeng D. Youn and Yunhan Kim, " Industrial Gearbox Failure Diagnosis Apparatus and Method Using Convolutional Neural Network Based on Adaptive Time-frequency Representation ", Patent Registration, Republic of Korea, 10-2404498, 2022-05-27
  • Byeng D. Youn, Yunhan Kim, Kyumin Na, and Jungho Park, "Apparatus and Method for Detecting Fault of Gearbox Using Phase Information ", Patent Registration, Republic of Korea, 10-2382628, 2022-03-30
  • Byeng D. Youn, Yunhan Kim, Sung-Hoon Ahn, and Taekyum Kim, "Machining Quality Monitoring Method Based on Transfer Learning with Multi-layer Recurrence Plot ", Patent Registration, Republic of Korea, 10-2362971, 2022-02-10
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault Using Time-Frequency Image ", Patent Registration, Republic of Korea, 10-2161577, 2020-09-24
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Fault Detection Apparatus and Method for Gears under Variable-Speed Condition Using Short-Time Fourier Transform", Patent Registration, Republic of Korea, 10-2077298, 2020-02-07
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23

  • 김윤한, "대한기계학회 신뢰성부문 2022년도 - 우수학위논문상(박사)", 2022-03-24
  • 김윤한, "서울대학교 기계공학부 2021학년도 2학기 우수박사학위논문상", 2022-02-25
  • 김윤한, 나규민, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Bronze Medal)", 2021-09-10
  • 김윤한, 정진교, 김수호, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수발표상", 2020-07-23
  • 김윤한, 박정호, 나규민, 윤병동, "대한기계학회 2019년도 학술대회 신뢰성부문 - 우수학생논문상", 2020-07-16
  • 김명연, 김윤한, "산업AI해커톤 Factory Hack Korea 2020 - 장려상", 2020-01-18
  • 오영탁, 김윤한, 나규민, 윤병동, "International Conference on Materials and Reliability 2019 - Best Paper Award", 2019-12-10
  • 윤명백, 김윤한, 이동기, 조민기, "2019 PHM Society Data Challenge Competition - Winner (1st Place)", 2019-09-25
  • 나규민, 박정호, 김윤한, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 박정호, 하종문, 김윤한, 윤병동, "대한기계학회 2016년도 학술대회 신뢰성부문 - 우수학생논문상", 2017-02-23

  Name	Yunhan Kim (김윤한)
  Graduation Year	February 2022
  Doctoral Dissertation	Vibration-based Gearbox Diagnostics by Enhancement of Weak Fault-characteristic Information
  Research Area	Prognostics and Health Management for Gearboxes in Industrial Robots [Linked in] [Google Scholar] [ORCID]
  Location	Korea Electronics Technology Institute
  E-mail	yunhan.kim@keti.re.kr
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Sina Masoumi Shahrbabak, Sooho Kim, Byeng D. Youn, Hao-Min Cheng, Chen-Huan Chen, Ramakrishna Mukkamala, and Jin-Oh Hahn^*, "Peripheral Artery Disease Diagnosis Based on Deep Learning-Enabled Analysis of Non-Invasive Arterial Pulse Waveforms ", Computers in Biology and Medicine, 2024-01
  • Sooho Kim, Jin-Oh Hahn^*, and Byeng D. Youn^*, "Deep Learning-Based Diagnosis of Peripheral Artery Disease via Continuous Property-Adversarial Regularization: Preliminary In Silico Study", IEEE Access, 2021-09
  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Sooho Kim, Jin-Oh Hahn^*, and Byeng D. Youn^*, "Detection and Severity Assessment of Peripheral Occlusive Artery Disease via Deep Learning Analysis of Arterial Pulse Waveforms: Proof-of-Concept and Potential Challenges ", Frontiers in Bioengineering and Biotechnology, 2020-06
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, Yunhan Kim, and Sooho Kim, "Life-Cycle Maintenance Cost Analysis Framework Considering Time-Dependent False and Missed Alarms for Fault Diagnosis ", Reliability Engineering & System Safety, 2019-04
  • International Conference
  • Sooho Kim and Byeng D. Youn, "Data Challenge: Deep Learning Based Fault Diagnosis Data Imputation of Compressor Using Vibration on Motor and Screw ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Joo Hyeon Im, In Chan Lee, Donghyu Lee, Sooho Kim, Jin-Oh Hahn, and Byeng D. Youn, "A Disease Severity Regression Approach for Diagnosis of Abdominal Aortic Aneurysm using a Deep Neural Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • In Chan Lee, Sooho Kim, Joo Hyeon Im, Jin-Oh Hahn, and Byeng D. Youn, "Peripheral Arterial Disease Location Detection for Different Patient Severity Levels Using Domain-Adaptation-Based 1D CNN ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Boseong Seo, Jaekyung Shin, Sooho Kim, Kibum Park, and Byeng D. Youn, "Predictive Maintenance (PdM) of Power Transformers through Digital Innovation: Prognosis Framework and Case Studies ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sooho Kim, Kibum Park, Boseong Seo, Jaekyung Shin, and Byeng D. Youn, "Diagnosis of Partial Discharge in Gas-Insulated Switchgear: Distinguishing from Ambient Noise Events ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sooho Kim and Byeng D. Youn, "Diagnosis of Fault Severity Level on Planetary Gearbox with Sparse Vibration Dataset by Generating Virtual Signal ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Jongmin Park, Sooho Kim, Hyunjae Kim, Sunuwe Kim, and Byeng D. Youn, "Deep CNN based Partial Discharge Classification Model for GIS Using On-site Data", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Chan Hee Park, Giljun Ahn, Sooho Kim, Jungho Park and Byeng D. Youn, "Autonomous Fault Diagnosis for Overhead Hoist Transport Vehicles Using Command Torque Signal ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn, "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem ", American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018, 2018-01-08
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04
  • Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim, "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Domestic Conference
  • 이동휴, 임주현, 김수호, 조수호, 한진오, 윤병동, "다양한 질환 위치 하에서 강건한 말초동맥질환 심각도 추정을 위한 딥러닝 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 이동휴, 임주현, 이인찬, 김수호, 한진오, 윤병동, "비침습적 말초동맥질환 진단을 위한 CNN 기반 앙상블 모델 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 임주현, 이인찬, 이동휴, 김수호, 한진오, 윤병동, "딥러닝을 이용한 혈압 파형 데이터 기반 복부 대동맥류의 상태 진단", 대한기계학회 2021년 학술대회, 2021-11-03
  • 임주현, 이인찬, 이동휴, 김수호, 한진오, 윤병동, "1차원 합성곱 신경망 기반 복부 대동맥류 진단", 한국PHM학회 2021년도 정기학술대회, 2021-09-10
  • 임주현, 김수호, 이인찬, 한진오, 윤병동, "복부 대동맥류 진단을 위한 심층신경망 기반 질환 심각도 회귀 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 임주현, 김수호, 한진오, 윤병동, "동맥 협착증 진단을 위한 심층신경망 기반 심각도 회귀 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김윤한, 정진교, 김수호, 윤병동, "코일 전류 분석을 활용한 고압 차단기의 딥러닝 기반 고장 감지 방법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김수호, 윤병동, "가상 데이터 생성 기반 작동 조건에 강건한 유성 기어박스 고장 진단 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 박종민, 김수호, 김현재, 김선의, 윤병동, "합성곱 신경망 기반의 GIS PD 고장 감지 및 진단 모델 개발 ", PHM KOREA 2019, 2019-04-12
  • 김수호, 박종민, 윤병동 , "Style Transfer Based Virtual Data Generation for Fault Diagnosis of Planetary Gearbox ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 안길준, 김수호, 박정호, 윤병동, "Fault Diagnosis Framework for an Overhead Hoist Transport (OHT) Vehicle Using Control Signal ", PHM KOREA 2019, 2019-04-11
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 박종민, 김선의, 김현재, 윤병동, "PRPS 데이터 기반 오픈 셋-합성곱 신경망을 이용한 가스 절연 개폐기 부분 방전 발생 감지 및 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 김현재, 박정호, 윤병동, "진동 신호 기반 합성곱 신경망을 이용한 다양한 하중 조건의 유성기어박스 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박종민, 김선의, 김수호, 정진교, 윤병동, "합성곱 신경망 기반의 위상 불변에 강건한 GIS PD 고장 진단 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김수호, 김윤한, 윤병동, "인공지능 기반 위성기어박스 고장 진단 알고리즘 개발에 진동 센서 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김수호, 이규석, 김윤한, 윤병동, "유성기어박스의 건전성 진단을 위한 하중 조건 정규화 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • Patent
  • Byeng D. Youn, Jongmin Park, and Sooho Kim, "System and Method for Monitoring Partial Discharge Using Sensor Data ", Patent Registration, Republic of Korea, 10-2607227, 2023-11-23
  • Byeng D. Youn, Sooho Kim, and Hyunhee Choi, "Apparatus and Method for Preprocessing data ", Patent Registration, Republic of Korea, 10-2437540, 2022-07-27
  • Byeng D. Youn, Sooho Kim, Jongmin Park, and Sunuwe Kim, "Apparatus and Method for Detecting Data Needs Label Update", Patent Registration, Republic of Korea, 10-2242203, 2021-04-14
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, In Chan Lee, Sooho Kim, Joo Hyeon Im, Donghyu Lee, and Jin-Oh Hahn, "Diagnosis Device for Peripheral Arterial Occlusive Disease and Method of Constructing PAD Detection Model", Patent Application, Republic of Korea, 10-2022-0116382, 2022-09-15
  • Awards
  • 김수호, 윤병동, "PHMAP 2021 Data Challenge Competition - Winner (3rd Place)", 2021-09-10
  • 김윤한, 정진교, 김수호, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수발표상", 2020-07-23
  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04
  • 이규석, 김수호, 송주환, 김태진, "PHMAP 2017 Data Challenge Competition - Winner (2nd Place)", 2017-07-13

  • Sina Masoumi Shahrbabak, Sooho Kim, Byeng D. Youn, Hao-Min Cheng, Chen-Huan Chen, Ramakrishna Mukkamala, and Jin-Oh Hahn^*, "Peripheral Artery Disease Diagnosis Based on Deep Learning-Enabled Analysis of Non-Invasive Arterial Pulse Waveforms ", Computers in Biology and Medicine, 2024-01
  • Sooho Kim, Jin-Oh Hahn^*, and Byeng D. Youn^*, "Deep Learning-Based Diagnosis of Peripheral Artery Disease via Continuous Property-Adversarial Regularization: Preliminary In Silico Study", IEEE Access, 2021-09
  • Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn^*, "A Resilience Measure Formulation that Considers Sensor Faults ", Reliability Engineering & System Safety, 2020-07
  • Sooho Kim, Jin-Oh Hahn^*, and Byeng D. Youn^*, "Detection and Severity Assessment of Peripheral Occlusive Artery Disease via Deep Learning Analysis of Arterial Pulse Waveforms: Proof-of-Concept and Potential Challenges ", Frontiers in Bioengineering and Biotechnology, 2020-06
  • Joung Taek Yoon, Byeng D. Youn^*, Minji Yoo, Yunhan Kim, and Sooho Kim, "Life-Cycle Maintenance Cost Analysis Framework Considering Time-Dependent False and Missed Alarms for Fault Diagnosis ", Reliability Engineering & System Safety, 2019-04

  • 등록된 실적이 없습니다.

  • Sooho Kim and Byeng D. Youn, "Data Challenge: Deep Learning Based Fault Diagnosis Data Imputation of Compressor Using Vibration on Motor and Screw ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Joo Hyeon Im, In Chan Lee, Donghyu Lee, Sooho Kim, Jin-Oh Hahn, and Byeng D. Youn, "A Disease Severity Regression Approach for Diagnosis of Abdominal Aortic Aneurysm using a Deep Neural Network ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • In Chan Lee, Sooho Kim, Joo Hyeon Im, Jin-Oh Hahn, and Byeng D. Youn, "Peripheral Arterial Disease Location Detection for Different Patient Severity Levels Using Domain-Adaptation-Based 1D CNN ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Boseong Seo, Jaekyung Shin, Sooho Kim, Kibum Park, and Byeng D. Youn, "Predictive Maintenance (PdM) of Power Transformers through Digital Innovation: Prognosis Framework and Case Studies ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sooho Kim, Kibum Park, Boseong Seo, Jaekyung Shin, and Byeng D. Youn, "Diagnosis of Partial Discharge in Gas-Insulated Switchgear: Distinguishing from Ambient Noise Events ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sooho Kim and Byeng D. Youn, "Diagnosis of Fault Severity Level on Planetary Gearbox with Sparse Vibration Dataset by Generating Virtual Signal ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Jongmin Park, Sooho Kim, Hyunjae Kim, Sunuwe Kim, and Byeng D. Youn, "Deep CNN based Partial Discharge Classification Model for GIS Using On-site Data", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn , "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data ", Asia Pacific Conference of the Prognostics and Health Management 2019, 2019-07-24
  • Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn, "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Chan Hee Park, Giljun Ahn, Sooho Kim, Jungho Park and Byeng D. Youn, "Autonomous Fault Diagnosis for Overhead Hoist Transport Vehicles Using Command Torque Signal ", International Conference on Energy and Sustainability 2018, 2018-10-18
  • Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn, "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem ", American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018, 2018-01-08
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04
  • Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim, "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12

  • 이동휴, 임주현, 김수호, 조수호, 한진오, 윤병동, "다양한 질환 위치 하에서 강건한 말초동맥질환 심각도 추정을 위한 딥러닝 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 이동휴, 임주현, 이인찬, 김수호, 한진오, 윤병동, "비침습적 말초동맥질환 진단을 위한 CNN 기반 앙상블 모델 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 임주현, 이인찬, 이동휴, 김수호, 한진오, 윤병동, "딥러닝을 이용한 혈압 파형 데이터 기반 복부 대동맥류의 상태 진단", 대한기계학회 2021년 학술대회, 2021-11-03
  • 임주현, 이인찬, 이동휴, 김수호, 한진오, 윤병동, "1차원 합성곱 신경망 기반 복부 대동맥류 진단", 한국PHM학회 2021년도 정기학술대회, 2021-09-10
  • 임주현, 김수호, 이인찬, 한진오, 윤병동, "복부 대동맥류 진단을 위한 심층신경망 기반 질환 심각도 회귀 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 임주현, 김수호, 한진오, 윤병동, "동맥 협착증 진단을 위한 심층신경망 기반 심각도 회귀 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김윤한, 정진교, 김수호, 윤병동, "코일 전류 분석을 활용한 고압 차단기의 딥러닝 기반 고장 감지 방법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김수호, 윤병동, "가상 데이터 생성 기반 작동 조건에 강건한 유성 기어박스 고장 진단 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 박종민, 김수호, 김현재, 김선의, 윤병동, "합성곱 신경망 기반의 GIS PD 고장 감지 및 진단 모델 개발 ", PHM KOREA 2019, 2019-04-12
  • 김수호, 박종민, 윤병동 , "Style Transfer Based Virtual Data Generation for Fault Diagnosis of Planetary Gearbox ", PHM KOREA 2019, 2019-04-11
  • 박찬희, 안길준, 김수호, 박정호, 윤병동, "Fault Diagnosis Framework for an Overhead Hoist Transport (OHT) Vehicle Using Control Signal ", PHM KOREA 2019, 2019-04-11
  • 김선의, 김태진, 김현재, 김수호, 박종민, 윤병동, "PCA Based Feature Engineering for Power Transformer Fault Detection using DGA ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 박종민, 김선의, 김현재, 윤병동, "PRPS 데이터 기반 오픈 셋-합성곱 신경망을 이용한 가스 절연 개폐기 부분 방전 발생 감지 및 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김수호, 김현재, 박정호, 윤병동, "진동 신호 기반 합성곱 신경망을 이용한 다양한 하중 조건의 유성기어박스 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박종민, 김선의, 김수호, 정진교, 윤병동, "합성곱 신경망 기반의 위상 불변에 강건한 GIS PD 고장 진단 모델 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김수호, 김윤한, 윤병동, "인공지능 기반 위성기어박스 고장 진단 알고리즘 개발에 진동 센서 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김수호, 이규석, 김윤한, 윤병동, "유성기어박스의 건전성 진단을 위한 하중 조건 정규화 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Jongmin Park, and Sooho Kim, "System and Method for Monitoring Partial Discharge Using Sensor Data ", Patent Registration, Republic of Korea, 10-2607227, 2023-11-23
  • Byeng D. Youn, Sooho Kim, and Hyunhee Choi, "Apparatus and Method for Preprocessing data ", Patent Registration, Republic of Korea, 10-2437540, 2022-07-27
  • Byeng D. Youn, Sooho Kim, Jongmin Park, and Sunuwe Kim, "Apparatus and Method for Detecting Data Needs Label Update", Patent Registration, Republic of Korea, 10-2242203, 2021-04-14
  • Byeng D. Youn, Sunuwe Kim, Sooho Kim, Hyunjae Kim, Jongmin Park, and Wongon Kim, "Fault Diagnosis Method of Transformer ", Patent Registration, Republic of Korea, 10-2128460, 2020-06-24
  • Byeng D. Youn, In Chan Lee, Sooho Kim, Joo Hyeon Im, Donghyu Lee, and Jin-Oh Hahn, "Diagnosis Device for Peripheral Arterial Occlusive Disease and Method of Constructing PAD Detection Model", Patent Application, Republic of Korea, 10-2022-0116382, 2022-09-15

  • 김수호, 윤병동, "PHMAP 2021 Data Challenge Competition - Winner (3rd Place)", 2021-09-10
  • 김윤한, 정진교, 김수호, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수발표상", 2020-07-23
  • 김수호, 김선의, 김현재, 박정호, 윤병동, "International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award", 2018-10-19
  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04
  • 이규석, 김수호, 송주환, 김태진, "PHMAP 2017 Data Challenge Competition - Winner (2nd Place)", 2017-07-13

  Name	Sooho Kim (김수호)
  Graduation Year	February 2022
  Doctoral Dissertation	Inference of Central Blood Pressure Waveform and Arterial Disease Diagnosis using Explainable Artificial Intelligence Regularized for Individuality
  Research Area	Prognostics and Health Management for Humans
  Location	Mckinsey & Company
  E-mail	sooho.kim.official@gmail.com
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Seungyun Lee, Sungjong Kim, Su J. Kim, Jiwon Lee, Heonjun Yoon^*, and Byeng D. Youn^* , "Revolution and Peak Discrepancy-Based Domain Alignment Method for Bearing Fault Diagnosis Under Very Low-Speed Conditions ", Expert Systems with Applications, Accepted
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Byeng D. Youn^*, and Taejin Kim^*, "Effective Band-selection Algorithm for Rolling Element Bearing Diagnosis Using AE Sensor Data under Noisy Conditions ", Structural and Multidisciplinary Optimization, 2022-09
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim^*, and Byeng D. Youn^*, "Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor ", Measurement, 2022-04
  • International Conference
  • Seungyun Lee, Sungjong Kim, Jiwon Lee, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "A Quantitative Analysis of Domain Discrepancies Between General- Speed and Very Low-Speed Bearings and Its Applications to Fault Diagnosis of Very Low-Speed Bearings Using Transfer Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-12
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Taejin Kim, and Byeng D. Youn, "Noise Robust Frequency Band Selection for Bearing Diagnosis using Acoustic Emission Signals ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Sungjong Kim, Seungyun Lee, Su J. Kim, Jiwon Lee, Heonjun Yoon, and Byeng D. Youn, "Attention Based Multi-sensor Bearing Fault Diagnosis Considering Fault Relevance ", International Conference on Energy, Aquatech and Sustainability 2022, 2022-08-04
  • In Chan Lee, Su J. Kim, Yunhan Kim, Joo Hyeon Im, Minseok Chae, and Byeng D. Youn, "A Statistical Approach for Estimating Component Lifetime Based on Accelerated Life Testing Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-10
  • Hwayong Jeong, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "Frequency Domain based Signal Separation for Spall Size Estimation of Rolling Element Bearing ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Su J. Kim, Keunsu Kim, Jongmin Park, Hwayong Jeong, Sungjong Kim, Taejin Kim, and Byeng D. Youn, "Optimum Frequency Band Selection under Electromagnetic Interference for Low-speed bearing Diagnosis using AE Sensors ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Keunsu Kim, Su J. Kim, Hwayong Jeong, Jonghyun Choi, and Byeng D. Youn, "Diagnosis for Rolling Element Bearings in Variable Speed Conditions by a Mel-frequency Cepstral Coefficient Method ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17
  • Su J. Kim, Jongmin Park, Hwayong Jeong, and Byeng D. Youn, "Robust Fault Diagnosis Method for Low-Speed Rolling Element Bearings using Acoustic Emission Sensor ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Taewan Hwang, Keunsu Kim, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Feature Selection Method for Life Prediction in Multiple Degradation Unit: Generalized Rank Mutual Information ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Byungjoo Jeon, Byeng D. Youn, "RPM Independent Fault Diagnosis of Rolling Element Bearing ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Four-stage Degradation Physics of Rolling Element Bearings ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Degradation Modeling of an Actual Bearing Wear Process Using Vibration Signals ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-18
  • Keunsu Kim, Taewan Hwang, Su J. Kim, and Byeng D. Youn, "Condition Monitoring of CNC Machining Center Performance Degradation Using a Machine Capability Index ", 3rd International Conference on Materials and Reliability, 2015-11-23
  • Domestic Conference
  • 이승윤, 김성종, 이지원, 김수지, 윤헌준, 윤병동, "알고리즘 공정성을 고려한 다양한 하중 조건에서의 베어링 고장 진단 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김수지, 김태진, 윤병동, "구름 요소 베어링 고장 진단을 위한 다중 센서 기반 전자파간섭 노이즈 제거 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "베어링 진단을 위한 고장 관련성 기반 다중 채널 데이터 융합 인공지능 모델 개발 ", 2022년도 춘계 소음진동 학술대회, 2022-05-26
  • 정화용, 김수지, 윤헌준, 윤병동, "딥러닝을 활용한 구름요소베어링 고장크기 추정 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김수지, 김태진, 윤병동, "모터 전류 신호를 활용한 포락스팩트럼 상의 전자파장애 노이즈 제거 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 이승윤,김성종,김수지,윤헌준,윤병동, "도메인 차이를 고려한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 이승윤, 김성종, 김수지, 윤헌준, 윤병동, " 회전 정보 일치를 통한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "초저속 베어링의 신호 기반 고장 진단 난제와 원인 고찰 ", 대한기계학회 2021년 학술대회, 2021-11-03
  • 정화용, 김수지, 윤헌준, 윤병동, "진입-이탈현상 기반 구름 베어링의 고장 크기 추정연구 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-08
  • 김근수, 김수지, 박종민, 정화용, 최종현, 윤병동, "비선형 모델링을 통한 구름베어링 초기결함에서의 스폴형상에 따른 진동특성 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "구름 베어링 고장 진단을 위한 딥러닝 기반 공진 영역 탐색 기법 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김수지, 김근수, 박종민, 정화용, 최종현, 윤병동, "저속 구름 베어링의 고장 진단을 위한 음향 방출 센서 특성치 추출 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 박종민, 김근수, 김수지, 정화용, 최종현, 윤병동, "멜-주파수 셉스트럼 계수 기반의 변속조건 구름 베어링 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 정화용, 김근수, 김수지, 박종민, 최종현, 윤병동, "예측진단 특성인자 평가를 위한 지표의 비교분석 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 박종민, 김근수, 박정호, 김수지, 정화용, 최종현, 윤병동, "셉스트럼 기반 변속조건 구름 베어링 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 최종현, 박종민, 박정호, 김수지, 정화용, 윤병동, "주파수 최적화 기반 노이즈에 강건한 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김수지, 윤병동, "저속 베어링을 위한 공진형 및 광대역형 음향방출센서 진단 성능 비교 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김근수, 김수지, 박종민, 정화용, 윤병동 , "Subsurface-originated Fatigue Failure Analysis of Rolling Element Bearings ", PHM KOREA 2019, 2019-04-11
  • 김수지, 박종민, 정화용, 윤병동, "구름베어링의 강건 고장진단을 위한 공진주파수 탐색 최적화 ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 정화용, 김수지, 황태완, 장범찬, "Prediction of Remaining Useful Life: Real or Dream? ", PHM KOREA 2019, 2019-04-11
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "공작기계의 신뢰성 평가 및 향상 기술 ", 대한기계학회 신뢰성부문 2019년도 춘계학술대회 , 2019-02-27
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "강화된 포락 해석 기반 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박종민, 김근수, 김수지, 정화용, 윤병동, "다양한 속도조건에서의 가공기기 이송 테이블 볼스크류 고장 진단 방법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "불확실성을 고려한 구름베어링 초기 고장전파모사 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김수지, 윤병동, "다양한 속도 조건 하에서 진동센서와 음향방출센서의 구름 베어링 고장 진단 성능 비교 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "스마트팩토리 응용을 위한 공작기계 장비신뢰성 평가 기술 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 김수지, 박종민, 윤병동, "음향 방출 센서를 이용한 저속 구름 베어링 고장 진단 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "수요연계형 머시닝센터의 신뢰성 향상 기술 ", 한국신뢰성공학회 2018 춘계학술대회, 2018-05-10
  • 김근수, 황태완, 김수지, 전병주, 박종민, 윤병동, "구름베어링 고장예지진단을 위한 다단 열화 물리모델 ", 대한기계학회 2017년도 학술대회, 2017-11-01
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "상태진단을 통한 공작기계 신뢰성 평가 및 예측 기술 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 황태완, 김근수 김수지, 전병주, 윤병동, "Rolling Element Bearing Health Index Extraction Using Dimension Reduction Method ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "A/S 및 필드데이터를 활용한 공작기계 시스템 신뢰도 도출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 황태완, 김근수, 김수지, 전병주, 윤병동, "볼베어링 고장주파수 에너지를 활용한 건전성 인자 추출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 윤병동, 김근수, 황태완, 김수지, 전병주, "고장데이터와 A/S데이터 기반 장비수준 신뢰성 예측 기술 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-29
  • Patent
  • Byeng D. Youn, Su J. Kim, Seungyun Lee, Sungjong Kim, and Taejin Kim, "Apparatus and Method for Fault Diagnosis of Rotating Machinery ", Patent Application, Republic of Korea, 10-2023-0122639, 2023-09-14
  • Byeng D. Youn, Su J. Kim, Taejin Kim, Jongmin Park, Keunsu Kim, Taewan Hwang, and Hwayong Jeong , "Noise Canceling Apparatus and Method for Rotating Machine System ", Patent Application, Republic of Korea, 10-2023-0042645, 2023-03-31
  • Awards
  • 김수지, 박종민, 김성종, "2021년 K-인공지능 제조데이터 분석 경진대회 - 장려상(KAIST K-Industry 4.0 추진본부장상)", 2021-12-16
  • 김수지, 김근수, 박종민, 정화용, 최종현, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수포스터상", 2020-07-23

  • Seungyun Lee, Sungjong Kim, Su J. Kim, Jiwon Lee, Heonjun Yoon^*, and Byeng D. Youn^* , "Revolution and Peak Discrepancy-Based Domain Alignment Method for Bearing Fault Diagnosis Under Very Low-Speed Conditions ", Expert Systems with Applications, Accepted
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Byeng D. Youn^*, and Taejin Kim^*, "Effective Band-selection Algorithm for Rolling Element Bearing Diagnosis Using AE Sensor Data under Noisy Conditions ", Structural and Multidisciplinary Optimization, 2022-09
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim^*, and Byeng D. Youn^*, "Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor ", Measurement, 2022-04

  • 등록된 실적이 없습니다.

  • Seungyun Lee, Sungjong Kim, Jiwon Lee, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "A Quantitative Analysis of Domain Discrepancies Between General- Speed and Very Low-Speed Bearings and Its Applications to Fault Diagnosis of Very Low-Speed Bearings Using Transfer Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-12
  • Su J. Kim, Sungjong Kim, Seungyun Lee, Taejin Kim, and Byeng D. Youn, "Noise Robust Frequency Band Selection for Bearing Diagnosis using Acoustic Emission Signals ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Sungjong Kim, Seungyun Lee, Su J. Kim, Jiwon Lee, Heonjun Yoon, and Byeng D. Youn, "Attention Based Multi-sensor Bearing Fault Diagnosis Considering Fault Relevance ", International Conference on Energy, Aquatech and Sustainability 2022, 2022-08-04
  • In Chan Lee, Su J. Kim, Yunhan Kim, Joo Hyeon Im, Minseok Chae, and Byeng D. Youn, "A Statistical Approach for Estimating Component Lifetime Based on Accelerated Life Testing Data ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-10
  • Hwayong Jeong, Su J. Kim, Heonjun Yoon, and Byeng D. Youn, "Frequency Domain based Signal Separation for Spall Size Estimation of Rolling Element Bearing ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Su J. Kim, Keunsu Kim, Jongmin Park, Hwayong Jeong, Sungjong Kim, Taejin Kim, and Byeng D. Youn, "Optimum Frequency Band Selection under Electromagnetic Interference for Low-speed bearing Diagnosis using AE Sensors ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Keunsu Kim, Su J. Kim, Hwayong Jeong, Jonghyun Choi, and Byeng D. Youn, "Diagnosis for Rolling Element Bearings in Variable Speed Conditions by a Mel-frequency Cepstral Coefficient Method ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17
  • Su J. Kim, Jongmin Park, Hwayong Jeong, and Byeng D. Youn, "Robust Fault Diagnosis Method for Low-Speed Rolling Element Bearings using Acoustic Emission Sensor ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Taewan Hwang, Keunsu Kim, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Feature Selection Method for Life Prediction in Multiple Degradation Unit: Generalized Rank Mutual Information ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Byungjoo Jeon, Byeng D. Youn, "RPM Independent Fault Diagnosis of Rolling Element Bearing ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Four-stage Degradation Physics of Rolling Element Bearings ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Degradation Modeling of an Actual Bearing Wear Process Using Vibration Signals ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-18
  • Keunsu Kim, Taewan Hwang, Su J. Kim, and Byeng D. Youn, "Condition Monitoring of CNC Machining Center Performance Degradation Using a Machine Capability Index ", 3rd International Conference on Materials and Reliability, 2015-11-23

  • 이승윤, 김성종, 이지원, 김수지, 윤헌준, 윤병동, "알고리즘 공정성을 고려한 다양한 하중 조건에서의 베어링 고장 진단 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김수지, 김태진, 윤병동, "구름 요소 베어링 고장 진단을 위한 다중 센서 기반 전자파간섭 노이즈 제거 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "베어링 진단을 위한 고장 관련성 기반 다중 채널 데이터 융합 인공지능 모델 개발 ", 2022년도 춘계 소음진동 학술대회, 2022-05-26
  • 정화용, 김수지, 윤헌준, 윤병동, "딥러닝을 활용한 구름요소베어링 고장크기 추정 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김수지, 김태진, 윤병동, "모터 전류 신호를 활용한 포락스팩트럼 상의 전자파장애 노이즈 제거 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 이승윤,김성종,김수지,윤헌준,윤병동, "도메인 차이를 고려한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 이승윤, 김성종, 김수지, 윤헌준, 윤병동, " 회전 정보 일치를 통한 전이학습 기반 초저속 베어링 고장 진단 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 김성종, 이승윤, 김수지, 윤헌준, 윤병동, "초저속 베어링의 신호 기반 고장 진단 난제와 원인 고찰 ", 대한기계학회 2021년 학술대회, 2021-11-03
  • 정화용, 김수지, 윤헌준, 윤병동, "진입-이탈현상 기반 구름 베어링의 고장 크기 추정연구 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-08
  • 김근수, 김수지, 박종민, 정화용, 최종현, 윤병동, "비선형 모델링을 통한 구름베어링 초기결함에서의 스폴형상에 따른 진동특성 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "구름 베어링 고장 진단을 위한 딥러닝 기반 공진 영역 탐색 기법 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김수지, 김근수, 박종민, 정화용, 최종현, 윤병동, "저속 구름 베어링의 고장 진단을 위한 음향 방출 센서 특성치 추출 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 박종민, 김근수, 김수지, 정화용, 최종현, 윤병동, "멜-주파수 셉스트럼 계수 기반의 변속조건 구름 베어링 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 정화용, 김근수, 김수지, 박종민, 최종현, 윤병동, "예측진단 특성인자 평가를 위한 지표의 비교분석 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 박종민, 김근수, 박정호, 김수지, 정화용, 최종현, 윤병동, "셉스트럼 기반 변속조건 구름 베어링 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 최종현, 박종민, 박정호, 김수지, 정화용, 윤병동, "주파수 최적화 기반 노이즈에 강건한 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김수지, 윤병동, "저속 베어링을 위한 공진형 및 광대역형 음향방출센서 진단 성능 비교 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김근수, 김수지, 박종민, 정화용, 윤병동 , "Subsurface-originated Fatigue Failure Analysis of Rolling Element Bearings ", PHM KOREA 2019, 2019-04-11
  • 김수지, 박종민, 정화용, 윤병동, "구름베어링의 강건 고장진단을 위한 공진주파수 탐색 최적화 ", PHM KOREA 2019, 2019-04-11
  • 윤병동, 정화용, 김수지, 황태완, 장범찬, "Prediction of Remaining Useful Life: Real or Dream? ", PHM KOREA 2019, 2019-04-11
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "공작기계의 신뢰성 평가 및 향상 기술 ", 대한기계학회 신뢰성부문 2019년도 춘계학술대회 , 2019-02-27
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "강화된 포락 해석 기반 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박종민, 김근수, 김수지, 정화용, 윤병동, "다양한 속도조건에서의 가공기기 이송 테이블 볼스크류 고장 진단 방법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "불확실성을 고려한 구름베어링 초기 고장전파모사 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김수지, 윤병동, "다양한 속도 조건 하에서 진동센서와 음향방출센서의 구름 베어링 고장 진단 성능 비교 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "스마트팩토리 응용을 위한 공작기계 장비신뢰성 평가 기술 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 김수지, 박종민, 윤병동, "음향 방출 센서를 이용한 저속 구름 베어링 고장 진단 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "수요연계형 머시닝센터의 신뢰성 향상 기술 ", 한국신뢰성공학회 2018 춘계학술대회, 2018-05-10
  • 김근수, 황태완, 김수지, 전병주, 박종민, 윤병동, "구름베어링 고장예지진단을 위한 다단 열화 물리모델 ", 대한기계학회 2017년도 학술대회, 2017-11-01
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "상태진단을 통한 공작기계 신뢰성 평가 및 예측 기술 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 황태완, 김근수 김수지, 전병주, 윤병동, "Rolling Element Bearing Health Index Extraction Using Dimension Reduction Method ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 전병주, 하종문, 이준민, 박찬희, 김수지, 윤병동, "앙상블 모델을 통한 화학적 기계연마 기술 연마율 예측 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "A/S 및 필드데이터를 활용한 공작기계 시스템 신뢰도 도출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 황태완, 김근수, 김수지, 전병주, 윤병동, "볼베어링 고장주파수 에너지를 활용한 건전성 인자 추출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 윤병동, 김근수, 황태완, 김수지, 전병주, "고장데이터와 A/S데이터 기반 장비수준 신뢰성 예측 기술 ", 대한기계학회 2016년도 신뢰성부문 춘계학술대회, 2016-04-29

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Su J. Kim, Seungyun Lee, Sungjong Kim, and Taejin Kim, "Apparatus and Method for Fault Diagnosis of Rotating Machinery ", Patent Application, Republic of Korea, 10-2023-0122639, 2023-09-14
  • Byeng D. Youn, Su J. Kim, Taejin Kim, Jongmin Park, Keunsu Kim, Taewan Hwang, and Hwayong Jeong , "Noise Canceling Apparatus and Method for Rotating Machine System ", Patent Application, Republic of Korea, 10-2023-0042645, 2023-03-31

  • 김수지, 박종민, 김성종, "2021년 K-인공지능 제조데이터 분석 경진대회 - 장려상(KAIST K-Industry 4.0 추진본부장상)", 2021-12-16
  • 김수지, 김근수, 박종민, 정화용, 최종현, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수포스터상", 2020-07-23

  Name	Su J. Kim (김수지)
  Graduation Year	August 2022
  Doctoral Dissertation	Investigation on Fault Information Extraction for Acoustic Emission based Rolling Element Bearing Diagnostics under Noisy Conditions
  Research Area	Prognostics and Health Management for a Rolling Element Bearing System
  Location	OnePredict Inc.
  E-mail	hippo130@naver.com
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Boseong Seo, Jaekyung Shin, Taejin Kim^*, and Byeng D. Youn^*, "Missing Data Imputation Using an Iterative Denoising Autoencoder (IDAE) for Dissolved Gas Analysis ", Electric Power Systems Research, 2022-11
  • Soo-Ho Jo¹, Boseong Seo¹, Hyunseok Oh^*, Byeng D. Youn^*, and Dongki Lee, "Model-based Fault Detection Method for Coil Burnout in Solenoid Valves Subjected to Dynamic Thermal Loading ", IEEE Access, 2020-04
  • Domestic Journal
  • 서보성, 이규석, 조수호, 오현석, 윤병동, "도시철도차량 제동장치의 솔레노이드 밸브에 대한 전류기반 고장진단기법 개발 ", 대한기계학회논문집 A권, 2016-09
  • International Conference
  • Boseong Seo, Jaekyung Shin, Sooho Kim, Kibum Park, and Byeng D. Youn, "Predictive Maintenance (PdM) of Power Transformers through Digital Innovation: Prognosis Framework and Case Studies ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sooho Kim, Kibum Park, Boseong Seo, Jaekyung Shin, and Byeng D. Youn, "Diagnosis of Partial Discharge in Gas-Insulated Switchgear: Distinguishing from Ambient Noise Events ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "Solenoid Valve Diagnosis for Railway Braking Systems with Embedded Sensor Signals and Physical Interpreration ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "An Electrical-Current-Based Fault Detection Method for Solenoid Valves in Transportation Applications ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Boseong Seo, Guesuk Lee, Hyunseok Oh, Byeng D. Youn , "Development of Fault Diagnostic Technique for Solenoid Valve Used in Urban Railway Braking System ", 3rd International Conference on Materials and Reliability, 2015-11-24
  • Domestic Conference
  • 조수호, 서보성, 오현석, 윤병동, 이동기, "동적 온도 부하에 강건한 솔레노이드 밸브의 전류 기반 고장 검출법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 신재경, 서보성, 김지훈, 황경정, 윤병동, "CAN 통신 데이터를 이용한 차량용 댐퍼 클러치의 열화 트렌드 분석 기술 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 서보성, 최금실, 신재경, 윤병동 , "PHM 기반 송변전 설비의 Digital Transformation 성공 사례 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 조수호, 서보성, 오현석, 윤병동, 이동기, "다양한 운행 온도 하 솔레노이드 코일 열화 소손 검출법 실험적 검증 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 조수호, 오현석, 서보성, 이동기, 윤병동, "온도 부하에 강건한 솔레노이드 밸브의 모델기반 고장 진단법 개발 ", 한국정밀공학회 2019 추계학술대회, 2019-10-30
  • 서보성, 황태완, 이동규, 윤병동, "Vibration-based Fault Diagnostics and Prognostics of Industrial Bearings ", PHM KOREA 2019, 2019-04-12
  • 임종근, 서보성, 손영훈, 이동규, 윤병동, "Development of Autonomous Wheel-Bearing Diagnostics System ", PHM KOREA 2019, 2019-04-11
  • 조수호, 오현석, 윤병동, 서보성, "도시철도차량 제동장치 솔레노이드 밸브 다중물리해석 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 서보성, 이규석, 오현석, 윤병동, "철도차량 제동장치의 주요 부품 고장진단을 위한 테스트베드 구축 ", 한국철도학회 2015년 춘계학술대회, 2015-05-21
  • 하종문, 윤병동, 박정호, 서보성, 정융호, 윤재득, "풍력발전기 유성기어박스의 진동신호 특성 분석 및 효율적인 고장 진단기법 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 서보성, 윤병동, 하종문, 박정호, 황태완, "고장 진단 및 예지를 위한 고장 프리트리거링 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23
  • Patent
  • Byeng D. Youn, Soo-Ho Jo, Boseong Seo, Dongki Lee, and Hyunseok Oh, "Fault Detection Method for Electronic Valve ", Patent Registration, Republic of Korea, 10-2223767, 2021-02-26
  • Byeng D. Youn, Hyunseok Oh, Boseong Seo, and Soo-Ho Jo, "Failure Determination Method of Valve for Braking Vehicle ", Patent Registration, Republic of Korea, 10-1851943, 2018-04-19
  • Awards
  • 임종근, 서보성, 손영훈, 이동규, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 서보성, 이규석, 오현석, 윤병동, "International Conference on Material Reliability 2015 - Best Student Paper Award", 2015-11-25

  • Boseong Seo, Jaekyung Shin, Taejin Kim^*, and Byeng D. Youn^*, "Missing Data Imputation Using an Iterative Denoising Autoencoder (IDAE) for Dissolved Gas Analysis ", Electric Power Systems Research, 2022-11
  • Soo-Ho Jo¹, Boseong Seo¹, Hyunseok Oh^*, Byeng D. Youn^*, and Dongki Lee, "Model-based Fault Detection Method for Coil Burnout in Solenoid Valves Subjected to Dynamic Thermal Loading ", IEEE Access, 2020-04

  • 서보성, 이규석, 조수호, 오현석, 윤병동, "도시철도차량 제동장치의 솔레노이드 밸브에 대한 전류기반 고장진단기법 개발 ", 대한기계학회논문집 A권, 2016-09

  • Boseong Seo, Jaekyung Shin, Sooho Kim, Kibum Park, and Byeng D. Youn, "Predictive Maintenance (PdM) of Power Transformers through Digital Innovation: Prognosis Framework and Case Studies ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Sooho Kim, Kibum Park, Boseong Seo, Jaekyung Shin, and Byeng D. Youn, "Diagnosis of Partial Discharge in Gas-Insulated Switchgear: Distinguishing from Ambient Noise Events ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "Solenoid Valve Diagnosis for Railway Braking Systems with Embedded Sensor Signals and Physical Interpreration ", Annual Conference of the Prognostics and Health Management Society 2016, 2016-10-03
  • Soo-Ho Jo, Boseong Seo, Hyunseok Oh, and Byeng D. Youn, "An Electrical-Current-Based Fault Detection Method for Solenoid Valves in Transportation Applications ", 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling, 2016-08-25
  • Boseong Seo, Guesuk Lee, Hyunseok Oh, Byeng D. Youn , "Development of Fault Diagnostic Technique for Solenoid Valve Used in Urban Railway Braking System ", 3rd International Conference on Materials and Reliability, 2015-11-24

  • 조수호, 서보성, 오현석, 윤병동, 이동기, "동적 온도 부하에 강건한 솔레노이드 밸브의 전류 기반 고장 검출법 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 신재경, 서보성, 김지훈, 황경정, 윤병동, "CAN 통신 데이터를 이용한 차량용 댐퍼 클러치의 열화 트렌드 분석 기술 개발 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 서보성, 최금실, 신재경, 윤병동 , "PHM 기반 송변전 설비의 Digital Transformation 성공 사례 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 조수호, 서보성, 오현석, 윤병동, 이동기, "다양한 운행 온도 하 솔레노이드 코일 열화 소손 검출법 실험적 검증 ", 대한기계학회 신뢰성부문 2020년 춘계학술대회, 2020-07-16
  • 조수호, 오현석, 서보성, 이동기, 윤병동, "온도 부하에 강건한 솔레노이드 밸브의 모델기반 고장 진단법 개발 ", 한국정밀공학회 2019 추계학술대회, 2019-10-30
  • 서보성, 황태완, 이동규, 윤병동, "Vibration-based Fault Diagnostics and Prognostics of Industrial Bearings ", PHM KOREA 2019, 2019-04-12
  • 임종근, 서보성, 손영훈, 이동규, 윤병동, "Development of Autonomous Wheel-Bearing Diagnostics System ", PHM KOREA 2019, 2019-04-11
  • 조수호, 오현석, 윤병동, 서보성, "도시철도차량 제동장치 솔레노이드 밸브 다중물리해석 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 서보성, 이규석, 오현석, 윤병동, "철도차량 제동장치의 주요 부품 고장진단을 위한 테스트베드 구축 ", 한국철도학회 2015년 춘계학술대회, 2015-05-21
  • 하종문, 윤병동, 박정호, 서보성, 정융호, 윤재득, "풍력발전기 유성기어박스의 진동신호 특성 분석 및 효율적인 고장 진단기법 ", 2013년도 추계 소음진동 학술대회, 2013-10-23
  • 서보성, 윤병동, 하종문, 박정호, 황태완, "고장 진단 및 예지를 위한 고장 프리트리거링 ", 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회, 2013-05-23

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Soo-Ho Jo, Boseong Seo, Dongki Lee, and Hyunseok Oh, "Fault Detection Method for Electronic Valve ", Patent Registration, Republic of Korea, 10-2223767, 2021-02-26
  • Byeng D. Youn, Hyunseok Oh, Boseong Seo, and Soo-Ho Jo, "Failure Determination Method of Valve for Braking Vehicle ", Patent Registration, Republic of Korea, 10-1851943, 2018-04-19

  • 임종근, 서보성, 손영훈, 이동규, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 서보성, 이규석, 오현석, 윤병동, "International Conference on Material Reliability 2015 - Best Student Paper Award", 2015-11-25

  Name	Boseong Seo (서보성)
  Graduation Year	August 2022
  Doctoral Dissertation	Deep Learning Based Health Prognostics of Oil-immersed Transformers for Contaminated Dissolved Gas Analysis Data
  Research Area	Prognostics and Health Management for Industrial Power Transformers
  Location	LG AI Research
  E-mail	sbsung2001@gmail.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Keunsu Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "A Noise-robust Feature Extraction Method for Rolling Element Bearing Diagnosis: Linear Power-Normalized Cepstral Coefficients (LPNCC) ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2023-01
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim^*, and Byeng D. Youn^*, "Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor ", Measurement, 2022-04
  • Useok Jeong¹, Keunsu Kim¹, Sang-Hun Kim¹, Hyunhee Choi, Byeng D. Youn^*, and Kyu-Jin Cho^*, "Reliability Analysis of a Tendon-Driven Actuation for Soft Robots ", International Journal of Robotics Research, 2021-01
  • International Conference
  • Su J. Kim, Keunsu Kim, Jongmin Park, Hwayong Jeong, Sungjong Kim, Taejin Kim, and Byeng D. Youn, "Optimum Frequency Band Selection under Electromagnetic Interference for Low-speed bearing Diagnosis using AE Sensors ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Keunsu Kim, Su J. Kim, Hwayong Jeong, Jonghyun Choi, and Byeng D. Youn, "Diagnosis for Rolling Element Bearings in Variable Speed Conditions by a Mel-frequency Cepstral Coefficient Method ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17
  • Keunsu Kim and Byeng D. Youn, "Uncertainty Analysis for Subsurface-originated Fatigue Failure Characteristics of Rolling Element Bearings ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Taewan Hwang, Keunsu Kim, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Feature Selection Method for Life Prediction in Multiple Degradation Unit: Generalized Rank Mutual Information ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Four-stage Degradation Physics of Rolling Element Bearings ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Degradation Modeling of an Actual Bearing Wear Process Using Vibration Signals ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-18
  • Domestic Conference
  • 김근수, 김수지, 박종민, 정화용, 최종현, 윤병동, "비선형 모델링을 통한 구름베어링 초기결함에서의 스폴형상에 따른 진동특성 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "구름 베어링 고장 진단을 위한 딥러닝 기반 공진 영역 탐색 기법 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 박종민, 김근수, 김수지, 정화용, 최종현, 윤병동, "멜-주파수 셉스트럼 계수 기반의 변속조건 구름 베어링 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 정화용, 김근수, 김수지, 박종민, 최종현, 윤병동, "예측진단 특성인자 평가를 위한 지표의 비교분석 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 박종민, 김근수, 박정호, 김수지, 정화용, 최종현, 윤병동, "셉스트럼 기반 변속조건 구름 베어링 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김근수, 김수지, 박종민, 정화용, 윤병동 , "Subsurface-originated Fatigue Failure Analysis of Rolling Element Bearings ", PHM KOREA 2019, 2019-04-11
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "공작기계의 신뢰성 평가 및 향상 기술 ", 대한기계학회 신뢰성부문 2019년도 춘계학술대회 , 2019-02-27
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "강화된 포락 해석 기반 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 최현희, 김근수, 정우석, 김상훈, 조규진, 윤병동, "소프트 로봇 액추에이터 구동 케이블의 수명 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 박종민, 김근수, 김수지, 정화용, 윤병동, "다양한 속도조건에서의 가공기기 이송 테이블 볼스크류 고장 진단 방법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "불확실성을 고려한 구름베어링 초기 고장전파모사 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "스마트팩토리 응용을 위한 공작기계 장비신뢰성 평가 기술 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "수요연계형 머시닝센터의 신뢰성 향상 기술 ", 한국신뢰성공학회 2018 춘계학술대회, 2018-05-10
  • 김근수, 윤병동, "제한된 정보를 이용한 수직형 머시닝센터의 신뢰성 예측 기술 ", 한국정밀공학회 2018 춘계학술대회, 2018-05-09
  • 김근수, 황태완, 김수지, 전병주, 박종민, 윤병동, "구름베어링 고장예지진단을 위한 다단 열화 물리모델 ", 대한기계학회 2017년도 학술대회, 2017-11-01
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "상태진단을 통한 공작기계 신뢰성 평가 및 예측 기술 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 황태완, 김근수 김수지, 전병주, 윤병동, "Rolling Element Bearing Health Index Extraction Using Dimension Reduction Method ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "A/S 및 필드데이터를 활용한 공작기계 시스템 신뢰도 도출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 황태완, 김근수, 김수지, 전병주, 윤병동, "볼베어링 고장주파수 에너지를 활용한 건전성 인자 추출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 하종문, 박정호, 윤병동, 김근수, 오현석, "풍력 발전기의 유성기어박스의 상태 감시를 위한 운행 환경 기반 진동수준 예측모델 개발 ", 2014년도 추계 소음진동 학술대회, 2014-10-30
  • Patent
  • Byeng D. Youn, Su J. Kim, Taejin Kim, Jongmin Park, Keunsu Kim, Taewan Hwang, and Hwayong Jeong , "Noise Canceling Apparatus and Method for Rotating Machine System ", Patent Application, Republic of Korea, 10-2023-0042645, 2023-03-31
  • Awards
  • 김수지, 김근수, 박종민, 정화용, 최종현, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수포스터상", 2020-07-23
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "한국풍력에너지학회 2014년도 추계학술대회 - 우수논문발표상", 2014-12-03
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26

  • Keunsu Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "A Noise-robust Feature Extraction Method for Rolling Element Bearing Diagnosis: Linear Power-Normalized Cepstral Coefficients (LPNCC) ", International Journal of Precision Engineering and Manufacturing-Green Technology, 2023-01
  • Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim^*, and Byeng D. Youn^*, "Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor ", Measurement, 2022-04
  • Useok Jeong¹, Keunsu Kim¹, Sang-Hun Kim¹, Hyunhee Choi, Byeng D. Youn^*, and Kyu-Jin Cho^*, "Reliability Analysis of a Tendon-Driven Actuation for Soft Robots ", International Journal of Robotics Research, 2021-01

  • 등록된 실적이 없습니다.

  • Su J. Kim, Keunsu Kim, Jongmin Park, Hwayong Jeong, Sungjong Kim, Taejin Kim, and Byeng D. Youn, "Optimum Frequency Band Selection under Electromagnetic Interference for Low-speed bearing Diagnosis using AE Sensors ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jongmin Park, Keunsu Kim, Su J. Kim, Hwayong Jeong, Jonghyun Choi, and Byeng D. Youn, "Diagnosis for Rolling Element Bearings in Variable Speed Conditions by a Mel-frequency Cepstral Coefficient Method ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17
  • Keunsu Kim and Byeng D. Youn, "Uncertainty Analysis for Subsurface-originated Fatigue Failure Characteristics of Rolling Element Bearings ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Taewan Hwang, Keunsu Kim, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Feature Selection Method for Life Prediction in Multiple Degradation Unit: Generalized Rank Mutual Information ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Four-stage Degradation Physics of Rolling Element Bearings ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Keunsu Kim, Taewan Hwang, Su J. Kim, Byungjoo Jeon, Byeng D. Youn, "Degradation Modeling of an Actual Bearing Wear Process Using Vibration Signals ", The Society for Machinery Failure Prevention Technology 2017 Annual Conference, 2017-05-18

  • 김근수, 김수지, 박종민, 정화용, 최종현, 윤병동, "비선형 모델링을 통한 구름베어링 초기결함에서의 스폴형상에 따른 진동특성 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "구름 베어링 고장 진단을 위한 딥러닝 기반 공진 영역 탐색 기법 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 박종민, 김근수, 김수지, 정화용, 최종현, 윤병동, "멜-주파수 셉스트럼 계수 기반의 변속조건 구름 베어링 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 정화용, 김근수, 김수지, 박종민, 최종현, 윤병동, "예측진단 특성인자 평가를 위한 지표의 비교분석 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 박종민, 김근수, 박정호, 김수지, 정화용, 최종현, 윤병동, "셉스트럼 기반 변속조건 구름 베어링 진단 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김근수, 김수지, 박종민, 정화용, 윤병동 , "Subsurface-originated Fatigue Failure Analysis of Rolling Element Bearings ", PHM KOREA 2019, 2019-04-11
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "공작기계의 신뢰성 평가 및 향상 기술 ", 대한기계학회 신뢰성부문 2019년도 춘계학술대회 , 2019-02-27
  • 최종현, 박종민, 김근수, 김수지, 정화용, 윤병동, "강화된 포락 해석 기반 볼베어링 고장진단 알고리즘 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 최현희, 김근수, 정우석, 김상훈, 조규진, 윤병동, "소프트 로봇 액추에이터 구동 케이블의 수명 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 박종민, 김근수, 김수지, 정화용, 윤병동, "다양한 속도조건에서의 가공기기 이송 테이블 볼스크류 고장 진단 방법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "불확실성을 고려한 구름베어링 초기 고장전파모사 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김근수, 김수지, 박종민, 정화용, 윤병동, "스마트팩토리 응용을 위한 공작기계 장비신뢰성 평가 기술 ", 한국정밀공학회 2018 추계학술대회, 2018-10-24
  • 김수지, 김근수, 박종민, 정화용, 윤병동, "수요연계형 머시닝센터의 신뢰성 향상 기술 ", 한국신뢰성공학회 2018 춘계학술대회, 2018-05-10
  • 김근수, 윤병동, "제한된 정보를 이용한 수직형 머시닝센터의 신뢰성 예측 기술 ", 한국정밀공학회 2018 춘계학술대회, 2018-05-09
  • 김근수, 황태완, 김수지, 전병주, 박종민, 윤병동, "구름베어링 고장예지진단을 위한 다단 열화 물리모델 ", 대한기계학회 2017년도 학술대회, 2017-11-01
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "상태진단을 통한 공작기계 신뢰성 평가 및 예측 기술 ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 황태완, 김근수 김수지, 전병주, 윤병동, "Rolling Element Bearing Health Index Extraction Using Dimension Reduction Method ", 대한기계학회 2017년도 신뢰성부문 춘계학술대회, 2017-02-23
  • 김근수, 황태완, 김수지, 전병주, 윤병동, "A/S 및 필드데이터를 활용한 공작기계 시스템 신뢰도 도출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 황태완, 김근수, 김수지, 전병주, 윤병동, "볼베어링 고장주파수 에너지를 활용한 건전성 인자 추출 ", 대한기계학회 2016년도 학술대회, 2016-12-15
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "미완성 데이터를 이용한 FDA 분류기 기반 고장 기록 복원 및 고장 감지 ", 대한기계학회 창립 70주년 기념 학술대회, 2015-11-13
  • 하종문, 박정호, 윤병동, 김근수, 오현석, "풍력 발전기의 유성기어박스의 상태 감시를 위한 운행 환경 기반 진동수준 예측모델 개발 ", 2014년도 추계 소음진동 학술대회, 2014-10-30

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Su J. Kim, Taejin Kim, Jongmin Park, Keunsu Kim, Taewan Hwang, and Hwayong Jeong , "Noise Canceling Apparatus and Method for Rotating Machine System ", Patent Application, Republic of Korea, 10-2023-0042645, 2023-03-31

  • 김수지, 김근수, 박종민, 정화용, 최종현, 윤병동, "한국PHM학회 2020년도 정기학술대회 - 우수포스터상", 2020-07-23
  • 김현재, 하종문, 박정호, 김선의, 김근수, 장범찬, 오현석, 윤병동, "2015 PHM Society Data Challenge Competition - Winner", 2015-10-21
  • 하종문, 윤병동, 박정호, 오현석, 김근수, "한국풍력에너지학회 2014년도 추계학술대회 - 우수논문발표상", 2014-12-03
  • 윤병동, 김태진, 윤정택, 김근수, 정준하, 하종문, 김현재, "2014 IEEE International Conference on Prognostics and Health Management - Academic Winner of PHM Challenge (SOH Competition)", 2014-03-26

  Name	Keunsu Kim (김근수)
  Graduation Year	February 2023
  Doctoral Dissertation	A Study on Diagnosis of Bearings in Incipient Fault Stage Considering Vibration Generation Mechanisms
  Research Area	Prognostics and Health Management for a Rolling Element Bearing System
  Location	LG Energy Solution
  E-mail	keunshu@gmail.com
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Jinwook Lee, Jin Uk Ko, Taehun Kim, Yong Chae Kim, Joon Ha Jung^*, and Byeng D. Youn^* , "Domain Adaptation with Label-Aligned Sampling (DALAS) for Cross-Domain Fault Diagnosis of Rotating Machinery under Class Imbalance ", Expert Systems with Applications, 2024-06
  • Jin Uk Ko, Jinwook Lee, Taehun Kim, Yong Chae Kim, and Byeng D. Youn^*, "Frequency-learning Generative Network (FLGN) to Generate Vibration Signals of Variable Lengths", Expert Systems with Applications, 2023-10
  • Yong Chae Kim, Taehun Kim, Jin Uk Ko^*, Jinwook Lee, and Keon Kim, "Domain Adaptation based Fault Diagnosis under Variable Operating Conditions of a Rock Drill ", International Journal of Prognostics and Health Management, 2023-07
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Jin Uk Ko, Jinwook Lee, Taehun Kim, Yong Chae Kim, and Byeng D. Youn^* , "Deep-learning-based Fault Detection and Recipe Optimization for a Plastic Injection Molding Process under the Class Imbalance Problem ", Journal of Computational Design and Engineering, 2023-04
  • Jin Uk Ko, Kyumin Na, Joon-Seok Oh, Jaedong Kim, and Byeng D. Youn^*, "A New Auto-encoder-based Dynamic Threshold to Reduce False Alarm Rates for Anomaly Detection of Steam Turbines ", Expert Systems with Applications, 2022-03
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn^*, "Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery ", Reliability Engineering & System Safety, 2022-02
  • Myungyon Kim, Jin Uk Ko, Jinwook Lee, Byeng D. Youn^*, Joon Ha Jung, and Kyung Ho Sun, "A Domain Adaptation with Semantic Clustering (DASC) Method for Fault Diagnosis of Rotating Machinery ", ISA Transactions, 2022-01
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn^*, and Kyung Ho Sun, "Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis", Computers in Industry, 2021-12
  • Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Multi-Task Learning of Classification and Denoising (MLCD) for Noise-Robust Rotor System Diagnosis ", Computers in Industry, 2021-02
  • International Conference
  • Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim, Joon Ha Jung, and Byeng D. Youn, "Sequential Domain Adaptation for Fault Diagnosis in Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-14
  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn, "Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Yong Chae Kim, Taehun Kim, Jin Uk Ko, Jinwook Lee, and Keon Kim, " Domain Adaptation based Fault Diagnosis under Variable Operating Conditions of a Rock Drill ", Annual Conference of the Prognostics and Health Management Society 2022, 2022-11-03
  • Jin Uk Ko, Kyumin Na, and Byeng D. Youn, "Anomaly Detection of a Steam Turbine by a Novel Auto-Encoder-Based Dynamic Threshold", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Kyumin Na, Jin Uk Ko, Hyeongmin Kim, and Byeng D. Youn, "A Probabilistic Threshold considering Probability Distribution of Reconstruction Error on a Latent Space for Anomaly Detection using Auto-Encoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Byeng D. Youn, "Augmentation of Vibration Signals of Rotating Machinery with Variable Sequence Length ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Taehun Kim, and Byeng D. Youn, "Domain Adversarial Class-Conditioned Alignment for Fault Diagnosis of Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jin Uk Ko, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn, "Vibration Signal Generation Using Conditional Variational Autoencoder for Class Imbalance Problem ", The 5th International Conference on Materials and Reliability, 2019-11-28
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, and Kyung Ho Sun, "Deep Learning Based Domain Adaptation Techniques for Fault Diagnosis of Different Mechanical Systems ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Byeng D. Youn, "PHM Frontiers: Physics-based Approach to Deep Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12
  • Domestic Conference
  • 김용채, 이진욱, 김태훈, 백종화, 고진욱, 정준하, 윤병동, "베어링 고장 진단을 위한 인벨롭 필터 기반의 부분 전이 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 김용채, 김태훈, 고진욱, 이진욱, 김건, 윤병동, "가변 운행 조건 하에서 유압식 착암기 진단을 위한 다중 소스 도메인 적응 기법", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 이진욱, 고진욱, 김태훈, 김용채, 백종화, 정준하, 윤병동, "데이터 불균형 조건에서 회전 기계의 교차 도메인 간 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김태훈, 고진욱, 이진욱, 김용채, 백종화, 정준하, 윤병동, "제한된 데이터 조건 하에서 고장 진단 성능 향상을 위한 적대적 생성 네트워크 개선 기법", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김용채, 고진욱, 이진욱, 김태훈, 윤병동, "회전체 고장진단을 위한 잠재공간내 인스턴스 거리 기반 도메인 적응 기법 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 김태훈, 고진욱, 이진욱, 김용채, 윤병동, "적대적 생성 모델의 잠재공간 분석 기반 회전체 시스템의 다양한 신호 생성 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 이진욱, 고진욱, 김태훈, 김용채, 윤병동, "회전체 시스템 고장 진단을 위한 샘플링 기반 비지도 도메인 적응 기법 개발 ", 한국PHM학회 2022년도 정기학술대회, 2022-06-30
  • 이진욱, 고진욱, 김태훈, 김용채, 윤병동, "클래스 불균형 및 가변 운행 조건 하에서 회전 기계 진단을 위한 샘플링 기반 비지도 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김태훈, 고진욱, 이진욱, 김용채, 윤병동, "회전체 시스템의 신뢰도 높은 신호 생성을 위한 적대적 생성 모델의 잠재 공간 분석 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김용채, 고진욱, 이진욱, 김태훈, 윤병동, "회전체 고장진단을 위한 수도라벨링 기반 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 고진욱, 이진욱, 김태훈 ,김용채 ,윤병동, "인공지능 기반 불균형 데이터를 활용한 사출성형 공정 최적화 모델 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 김태훈, 고진욱, 이진욱, 윤병동, "클래스 불균형 조건 하에서 회전체 시스템의 고장진단 성능을 향상시키는 신호 생성 모델의 정량적 평가 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 고진욱, 나규민, 김형민, 윤병동, "동적 기준치 설정을 통한 증기 터빈 이상 감지 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 고진욱, 정준하, 김명연, 공현배, 이진욱, 윤병동, "다중 테스크 학습을 통한 노이즈에 강건한 로터 시스템 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 김태훈, 윤병동, "클래스 조건부 샘플링을 통한 비지도 도메인 적응 기반 회전체 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 김명연, 고진욱, 이진욱, 김태훈, 윤병동, "차별적 특성 학습 기반 비지도 도메인 적응 방법을 활용한 회전 기계 고장 진단 기법 연구 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 신용진, 윤병동, "분류기 불일치 기반 비감독 도메인 적응 기법을 통한 회전체 고장 진단 기술 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 고진욱, 나규민, 김형민, 윤병동, "증기 터빈 이상 감지를 위한 동적 기준치 개발", 대한기계학회 2020년 학술대회, 2020-12-16
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최적화를 통한 딥러닝 모터 결함 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, "모델 연결성 향상을 통한 합성곱 신경망 기반 로터 시스템 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 고진욱, 김명연, 이진욱, 신용진, 윤병동, "깊은 생성 모델을 통한 고장 신호 증량 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, " 향상된 정보 전파를 통한 딥러닝 기반 로터 시스템 고장 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최정화를 통한 딥러닝 모터 결함 진단 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김명연, 고진욱, 공현배, 이진욱, 윤병동, 정준하, 선경호, "합성곱 신경망 기반 전이학습을 통한 회전기계 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 공현배, 김명연, 고진욱, 이진욱, 윤병동, "신경망 구조 탐색 기반 회전체 시스템 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, "DenseNet 기반 저널베어링 회전체 시스템 고장 진단법 ", PHM KOREA 2019, 2019-04-11
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "Improvement of Fault Diagnosis Accuracy by Solving Auxiliary Task ", PHM KOREA 2019, 2019-04-11
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "Predictive Uncertainty Estimation of Convolutional Neural Network For Diagnosis of Journal Bearing Rotor System ", PHM KOREA 2019, 2019-04-11
  • 정준하, 김명연, 고진욱, 공현배, 윤병동, "합성곱 신경망의 필터 민감도 분석을 통한 진단 성능 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "학습 효율 및 강건성 향상을 위한 전이학습 기반 로터시스템 건전성 진단 기법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "고장진단과 노이즈 제거를 동시에 학습하는 노이즈에 강건한 고장진단 기술 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "강화학습으로 최적화된 합성곱 신경망을 이용한 로터시스템 진단 기술 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "전이학습(Transfer Learning)을 이용한 로터시스템 진단 기법 개발 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 고진욱, 정준하, 김명연, 윤병동, 선경호, "Multi-task Learning을 활용한 저널베어링 로터시스템의 딥러닝 기반 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김명연, 정준하, 고진욱, 윤병동, "Convolutional Neural Network를 이용한 저널베어링 로터시스템 고장 진단 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김명연, 정준하, 고진욱, 윤병동, "딥러닝 기술을 활용한 저널베어링 로터시스템 진단 기법 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • Patent
  • Byeng D. Youn, Kyumin Na, Jin Uk Ko, and Hyeongmin Kim, "Anormaly Data Detection Apparatus and Method Based on Auto Encoder ", Patent Registration, Republic of Korea, 10-2653349, 2024-03-27
  • Byeng D.Youn, Jin Uk Ko, Jinwook Lee, Taehun Kim, and Yong Chae Kim, "Method for Training Fault Detection Model of Injection Molding Process and Method for Optimizing Recipe of Injection Molding Process ", Patent Registration, Republic of Korea, 10-2479531, 2022-12-15
  • Byeng D. Youn, Jinwook Lee, Myungyon Kim, and Jin Uk Ko, " Fault Diagnosis Device Using Unsupervised Domain Adaptation Technique and Fault Diagnosis Method Using The Same ", Patent Registration, Republic of Korea, 10-2398046, 2022-05-10
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus for Fault Diagnosis Using Domain Adaptation with Semantic Clustering Algorithm and Method for Fault Diagnosis Using the Same ", Patent Registration, Republic of Korea, 10-2387663, 2022-04-13
  • Byeng D. Youn, Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Taehun Kim, "Vibration Signal Generation Device and Vibration Signal Generation Method Using the Same ", Patent Registration, Republic of Korea, 10-2387313, 2022-04-12
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2354814, 2022-01-19
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2338737, 2021-12-08
  • Joon-seok Oh, Woo-sung Choi, Sungmin Kim, Heesoo Kim, Seogman Sohn, Jong Deok Son, Byeong D. Youn, Jin Uk Ko, and Hyeon Bae Kong, "Early Detection Apparatus and Method for Transient State for Steam Turbine ", Patent Application, Republic of Korea, 10-2019-0168407, 2019-12-17
  • Awards
  • 고진욱, "대한기계학회 CAE 및 응용역학부문 2023년도 - 우수학위논문상(박사)", 2023-05-18
  • 고진욱, "서울대학교 기계공학부 2022학년도 2학기 우수박사학위논문상", 2023-02-24
  • 김용채, 김태훈, 고진욱, 이진욱, 김건, 윤병동, "2022 PHM Society Data Challenge Competition - Winner (2nd Place)", 2022-11-03
  • 고진욱, 이진욱, 김태훈, "2021년 K-인공지능 제조데이터 분석 경진대회 - 대상(중소벤처기업부 장관상)", 2021-12-16
  • 김명연, 고진욱, 이진욱, "KSME-SEMES 오픈 이노베이션 챌린지 - 장려상", 2020-11-20
  • 정준하, 김명연, 고진욱, 윤병동, "대한기계학회 2017년도 학술대회 신뢰성부문 - 우수학생논문상", 2018-02-22

  • Jinwook Lee, Jin Uk Ko, Taehun Kim, Yong Chae Kim, Joon Ha Jung^*, and Byeng D. Youn^* , "Domain Adaptation with Label-Aligned Sampling (DALAS) for Cross-Domain Fault Diagnosis of Rotating Machinery under Class Imbalance ", Expert Systems with Applications, 2024-06
  • Jin Uk Ko, Jinwook Lee, Taehun Kim, Yong Chae Kim, and Byeng D. Youn^*, "Frequency-learning Generative Network (FLGN) to Generate Vibration Signals of Variable Lengths", Expert Systems with Applications, 2023-10
  • Yong Chae Kim, Taehun Kim, Jin Uk Ko^*, Jinwook Lee, and Keon Kim, "Domain Adaptation based Fault Diagnosis under Variable Operating Conditions of a Rock Drill ", International Journal of Prognostics and Health Management, 2023-07
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Jin Uk Ko, Jinwook Lee, Taehun Kim, Yong Chae Kim, and Byeng D. Youn^* , "Deep-learning-based Fault Detection and Recipe Optimization for a Plastic Injection Molding Process under the Class Imbalance Problem ", Journal of Computational Design and Engineering, 2023-04
  • Jin Uk Ko, Kyumin Na, Joon-Seok Oh, Jaedong Kim, and Byeng D. Youn^*, "A New Auto-encoder-based Dynamic Threshold to Reduce False Alarm Rates for Anomaly Detection of Steam Turbines ", Expert Systems with Applications, 2022-03
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn^*, "Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery ", Reliability Engineering & System Safety, 2022-02
  • Myungyon Kim, Jin Uk Ko, Jinwook Lee, Byeng D. Youn^*, Joon Ha Jung, and Kyung Ho Sun, "A Domain Adaptation with Semantic Clustering (DASC) Method for Fault Diagnosis of Rotating Machinery ", ISA Transactions, 2022-01
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn^*, and Kyung Ho Sun, "Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis", Computers in Industry, 2021-12
  • Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn^*, "Multi-Task Learning of Classification and Denoising (MLCD) for Noise-Robust Rotor System Diagnosis ", Computers in Industry, 2021-02

  • 등록된 실적이 없습니다.

  • Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim, Joon Ha Jung, and Byeng D. Youn, "Sequential Domain Adaptation for Fault Diagnosis in Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2023, 2023-09-14
  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn, "Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Yong Chae Kim, Taehun Kim, Jin Uk Ko, Jinwook Lee, and Keon Kim, " Domain Adaptation based Fault Diagnosis under Variable Operating Conditions of a Rock Drill ", Annual Conference of the Prognostics and Health Management Society 2022, 2022-11-03
  • Jin Uk Ko, Kyumin Na, and Byeng D. Youn, "Anomaly Detection of a Steam Turbine by a Novel Auto-Encoder-Based Dynamic Threshold", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Kyumin Na, Jin Uk Ko, Hyeongmin Kim, and Byeng D. Youn, "A Probabilistic Threshold considering Probability Distribution of Reconstruction Error on a Latent Space for Anomaly Detection using Auto-Encoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Byeng D. Youn, "Augmentation of Vibration Signals of Rotating Machinery with Variable Sequence Length ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jinwook Lee, Myungyon Kim, Jin Uk Ko, Taehun Kim, and Byeng D. Youn, "Domain Adversarial Class-Conditioned Alignment for Fault Diagnosis of Rotating Machinery ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Jin Uk Ko, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn, "Vibration Signal Generation Using Conditional Variational Autoencoder for Class Imbalance Problem ", The 5th International Conference on Materials and Reliability, 2019-11-28
  • Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, and Kyung Ho Sun, "Deep Learning Based Domain Adaptation Techniques for Fault Diagnosis of Different Mechanical Systems ", ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2019-08-21
  • Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Byeng D. Youn, "PHM Frontiers: Physics-based Approach to Deep Learning ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-12

  • 김용채, 이진욱, 김태훈, 백종화, 고진욱, 정준하, 윤병동, "베어링 고장 진단을 위한 인벨롭 필터 기반의 부분 전이 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 김용채, 김태훈, 고진욱, 이진욱, 김건, 윤병동, "가변 운행 조건 하에서 유압식 착암기 진단을 위한 다중 소스 도메인 적응 기법", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 이진욱, 고진욱, 김태훈, 김용채, 백종화, 정준하, 윤병동, "데이터 불균형 조건에서 회전 기계의 교차 도메인 간 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김태훈, 고진욱, 이진욱, 김용채, 백종화, 정준하, 윤병동, "제한된 데이터 조건 하에서 고장 진단 성능 향상을 위한 적대적 생성 네트워크 개선 기법", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김용채, 고진욱, 이진욱, 김태훈, 윤병동, "회전체 고장진단을 위한 잠재공간내 인스턴스 거리 기반 도메인 적응 기법 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 김태훈, 고진욱, 이진욱, 김용채, 윤병동, "적대적 생성 모델의 잠재공간 분석 기반 회전체 시스템의 다양한 신호 생성 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 이진욱, 고진욱, 김태훈, 김용채, 윤병동, "회전체 시스템 고장 진단을 위한 샘플링 기반 비지도 도메인 적응 기법 개발 ", 한국PHM학회 2022년도 정기학술대회, 2022-06-30
  • 이진욱, 고진욱, 김태훈, 김용채, 윤병동, "클래스 불균형 및 가변 운행 조건 하에서 회전 기계 진단을 위한 샘플링 기반 비지도 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김태훈, 고진욱, 이진욱, 김용채, 윤병동, "회전체 시스템의 신뢰도 높은 신호 생성을 위한 적대적 생성 모델의 잠재 공간 분석 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김용채, 고진욱, 이진욱, 김태훈, 윤병동, "회전체 고장진단을 위한 수도라벨링 기반 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 고진욱, 이진욱, 김태훈 ,김용채 ,윤병동, "인공지능 기반 불균형 데이터를 활용한 사출성형 공정 최적화 모델 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 김태훈, 고진욱, 이진욱, 윤병동, "클래스 불균형 조건 하에서 회전체 시스템의 고장진단 성능을 향상시키는 신호 생성 모델의 정량적 평가 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 고진욱, 나규민, 김형민, 윤병동, "동적 기준치 설정을 통한 증기 터빈 이상 감지 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 고진욱, 정준하, 김명연, 공현배, 이진욱, 윤병동, "다중 테스크 학습을 통한 노이즈에 강건한 로터 시스템 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 김태훈, 윤병동, "클래스 조건부 샘플링을 통한 비지도 도메인 적응 기반 회전체 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 김명연, 고진욱, 이진욱, 김태훈, 윤병동, "차별적 특성 학습 기반 비지도 도메인 적응 방법을 활용한 회전 기계 고장 진단 기법 연구 ", 대한기계학회 CAE 및 응용역학부문 2021년도 춘계학술대회, 2021-08-26
  • 이진욱, 김명연, 고진욱, 신용진, 윤병동, "분류기 불일치 기반 비감독 도메인 적응 기법을 통한 회전체 고장 진단 기술 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 고진욱, 나규민, 김형민, 윤병동, "증기 터빈 이상 감지를 위한 동적 기준치 개발", 대한기계학회 2020년 학술대회, 2020-12-16
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최적화를 통한 딥러닝 모터 결함 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, "모델 연결성 향상을 통한 합성곱 신경망 기반 로터 시스템 고장 진단 연구 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 고진욱, 김명연, 이진욱, 신용진, 윤병동, "깊은 생성 모델을 통한 고장 신호 증량 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김명연, 고진욱, 이진욱, 신용진, 윤병동, " 향상된 정보 전파를 통한 딥러닝 기반 로터 시스템 고장 진단 연구 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 신용진, 김명연, 고진욱, 이진욱, 윤병동, "베이지안 기반 데이터 클래스 가중치 최정화를 통한 딥러닝 모터 결함 진단 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김명연, 고진욱, 공현배, 이진욱, 윤병동, 정준하, 선경호, "합성곱 신경망 기반 전이학습을 통한 회전기계 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 공현배, 김명연, 고진욱, 이진욱, 윤병동, "신경망 구조 탐색 기반 회전체 시스템 진단 기술 개발 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, "DenseNet 기반 저널베어링 회전체 시스템 고장 진단법 ", PHM KOREA 2019, 2019-04-11
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "Improvement of Fault Diagnosis Accuracy by Solving Auxiliary Task ", PHM KOREA 2019, 2019-04-11
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "Predictive Uncertainty Estimation of Convolutional Neural Network For Diagnosis of Journal Bearing Rotor System ", PHM KOREA 2019, 2019-04-11
  • 정준하, 김명연, 고진욱, 공현배, 윤병동, "합성곱 신경망의 필터 민감도 분석을 통한 진단 성능 평가 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "학습 효율 및 강건성 향상을 위한 전이학습 기반 로터시스템 건전성 진단 기법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 고진욱, 정준하, 김명연, 공현배, 윤병동, "고장진단과 노이즈 제거를 동시에 학습하는 노이즈에 강건한 고장진단 기술 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 공현배, 정준하, 김명연, 고진욱, 윤병동, "강화학습으로 최적화된 합성곱 신경망을 이용한 로터시스템 진단 기술 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호, "전이학습(Transfer Learning)을 이용한 로터시스템 진단 기법 개발 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 고진욱, 정준하, 김명연, 윤병동, 선경호, "Multi-task Learning을 활용한 저널베어링 로터시스템의 딥러닝 기반 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회, 2018-04-26
  • 김명연, 정준하, 고진욱, 윤병동, "Convolutional Neural Network를 이용한 저널베어링 로터시스템 고장 진단 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김명연, 정준하, 고진욱, 윤병동, "딥러닝 기술을 활용한 저널베어링 로터시스템 진단 기법 개발 ", 2017 추계 소음진동 학술대회, 2017-10-19

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Kyumin Na, Jin Uk Ko, and Hyeongmin Kim, "Anormaly Data Detection Apparatus and Method Based on Auto Encoder ", Patent Registration, Republic of Korea, 10-2653349, 2024-03-27
  • Byeng D.Youn, Jin Uk Ko, Jinwook Lee, Taehun Kim, and Yong Chae Kim, "Method for Training Fault Detection Model of Injection Molding Process and Method for Optimizing Recipe of Injection Molding Process ", Patent Registration, Republic of Korea, 10-2479531, 2022-12-15
  • Byeng D. Youn, Jinwook Lee, Myungyon Kim, and Jin Uk Ko, " Fault Diagnosis Device Using Unsupervised Domain Adaptation Technique and Fault Diagnosis Method Using The Same ", Patent Registration, Republic of Korea, 10-2398046, 2022-05-10
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus for Fault Diagnosis Using Domain Adaptation with Semantic Clustering Algorithm and Method for Fault Diagnosis Using the Same ", Patent Registration, Republic of Korea, 10-2387663, 2022-04-13
  • Byeng D. Youn, Jin Uk Ko, Myungyon Kim, Jinwook Lee, and Taehun Kim, "Vibration Signal Generation Device and Vibration Signal Generation Method Using the Same ", Patent Registration, Republic of Korea, 10-2387313, 2022-04-12
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2354814, 2022-01-19
  • Byeng D. Youn, Myungyon Kim, Jin Uk Ko, and Jinwook Lee, "Apparatus and Method for Fault Diagnosis of Rotor Systems Based on Directly Connected Model Using Vibration Signal Image ", Patent Registration, Republic of Korea, 10-2338737, 2021-12-08
  • Joon-seok Oh, Woo-sung Choi, Sungmin Kim, Heesoo Kim, Seogman Sohn, Jong Deok Son, Byeong D. Youn, Jin Uk Ko, and Hyeon Bae Kong, "Early Detection Apparatus and Method for Transient State for Steam Turbine ", Patent Application, Republic of Korea, 10-2019-0168407, 2019-12-17

  • 고진욱, "대한기계학회 CAE 및 응용역학부문 2023년도 - 우수학위논문상(박사)", 2023-05-18
  • 고진욱, "서울대학교 기계공학부 2022학년도 2학기 우수박사학위논문상", 2023-02-24
  • 김용채, 김태훈, 고진욱, 이진욱, 김건, 윤병동, "2022 PHM Society Data Challenge Competition - Winner (2nd Place)", 2022-11-03
  • 고진욱, 이진욱, 김태훈, "2021년 K-인공지능 제조데이터 분석 경진대회 - 대상(중소벤처기업부 장관상)", 2021-12-16
  • 김명연, 고진욱, 이진욱, "KSME-SEMES 오픈 이노베이션 챌린지 - 장려상", 2020-11-20
  • 정준하, 김명연, 고진욱, 윤병동, "대한기계학회 2017년도 학술대회 신뢰성부문 - 우수학생논문상", 2018-02-22

  Name	Jin Uk Ko (고진욱)
  Graduation Year	February 2023
  Doctoral Dissertation	Deep-learning-based Methodology for Macro- and Micro-level Fault Diagnosis of Rotating Machinery Using Low- and High-resolution Signals
  Research Area	Prognostics and Health Management for a Journal Bearing System
  Location	SAMSUNG Electronics
  E-mail	coolstyle@snu.ac.kr
  View Publications

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• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Kyumin Na, Yunhan Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "FASER: Fault-affected Signal Energy Ratio for Fault Diagnosis of Gearboxes Under Repetitive Operating Conditions ", Expert Systems with Applications, 2024-03
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Kyumin Na, Heonjun Yoon^*, Jaedong Kim, Sungjong Kim, and Byeng D.Youn^* , "PERL: Probabilistic Energy-ratio-based Localization for Boiler Tube Leaks Using Descriptors of Acoustic Emission Signals ", Reliability Engineering & System Safety, 2023-02
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Deep Transferable Motion-Adaptive Fault Detection Method for Industrial Robots Using a Residual-Convolutional Neural Network", ISA Transactions, 2022-09
  • Jungho Park, Yunhan Kim, Kyumin Na, Byeng D. Youn^*, Yuejian Chen, Ming J. Zuo^*, and Yong-Chae Bae, "An Image-based Feature Extraction Method for Fault Diagnosis of Variable-speed Rotating Machinery ", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Health-adaptive Time-Scale Representation (HTSR) Embedded Convolutional Neural Network for Gearbox Fault Diagnostics", Mechanical Systems and Signal Processing, 2022-03
  • Jin Uk Ko, Kyumin Na, Joon-Seok Oh, Jaedong Kim, and Byeng D. Youn^*, "A New Auto-encoder-based Dynamic Threshold to Reduce False Alarm Rates for Anomaly Detection of Steam Turbines ", Expert Systems with Applications, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan, Byeng D. Youn^*, and Chang-soon Kang, "Phase-Based Time Domain Averaging (PTDA) for Fault Detection of a Gearbox in an Industrial Robot Using Vibration Signals ", Mechanical Systems and Signal Processing, 2020-04
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "Variance of Energy Residual (VER): An Efficient Method for Planetary Gear Fault Detection Under Variable-Speed Conditions ", Journal of Sound and Vibration, 2019-08
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07
  • International Conference
  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Jin Uk Ko, Kyumin Na, and Byeng D. Youn, "Anomaly Detection of a Steam Turbine by a Novel Auto-Encoder-Based Dynamic Threshold", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Kyumin Na, Jin Uk Ko, Hyeongmin Kim, and Byeng D. Youn, "A Probabilistic Threshold considering Probability Distribution of Reconstruction Error on a Latent Space for Anomaly Detection using Auto-Encoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Multiscale Convolutional Neural Network for Industrial Gearbox Fault Diagnostics ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Hyeonchan Lee, Kyumin Na, Hyeongmin Kim, and Byeng Dong Youn, "A Physics-Informed Feature Engineering Approach to Boiler Tube Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Intelligent Fault Diagnostics Based on a New Convolutional Neural Network for Smart Manufacturing ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-12
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Fault Detection Method of Industrial Robots Using Motor Current Signals via Convolutional Neural Network (CNN) ", The 5th International Conference on Materials and Reliability, 2019-11-27
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Fault Detection of a Planetary Gear under Variable-speed Conditions Based on Time-frequency Image ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan and Byeng D. Youn, "Vibration-Based Fault Detection of a Gearbox in an Industrial Robot Using Improved Time Domain Averaging ", International Symposium on Precision Engineering and Sustainable Manufacturing, 2019-07-11
  • Kyumin Na, Jungho Park, Yunhan Kim and Byeng D. Youn, "Optimal Frequency Band Energy for Fault Diagnosis of Industrial Robot Using Current Signal ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Yunhan Kim, Jungho Park, Kyumin Na, Byeng D. Youn, Chang-Soon Kang and Jae-Sang You, "Robust Fault Detection Method for Industrial Robots under Various Operating Conditions ", ASME 2018 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2018-08-29
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04
  • Domestic Conference
  • 김건, 나규민, 이진욱, 유진오, 윤병동, "건설장비 기어박스 진단을 위한 회전 속도 추정 방법 개발 ", 한국자동차공학회 춘계학술대회, 2023-05-24
  • 김건, 나규민, 이진욱, 유진오, 윤병동, "변속 조건 하에서의 기어박스 진단을 위한 회전 속도 추정 방법 개발 ", 한국PHM학회 2022년도 정기학술대회, 2022-06-30
  • 나규민, 김건, 윤헌준, 윤병동, "고장 신호 강화 이미지를 통한 기어박스 다중 클래스 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 고진욱, 나규민, 김형민, 윤병동, "동적 기준치 설정을 통한 증기 터빈 이상 감지 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 나규민, 김형민, 이현찬, 윤병동 , "음향신호 에너지 감소 메커니즘 기반 확률적 보일러 튜브 누설 위치 추정 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 고진욱, 나규민, 김형민, 윤병동, "증기 터빈 이상 감지를 위한 동적 기준치 개발", 대한기계학회 2020년 학술대회, 2020-12-16
  • 이현찬, 김형민, 나규민, 윤병동, "윈도우 특성 이미지 기반 합성곱 신경망을 활용한 보일러 상태 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 김윤한, 하종문, 나규민, 윤병동, "유성기어박스의 고장 진단을 위한 향상된 웨이블릿 변환 기반 신호 복조 방법 ", 한국정밀공학회 2020 통합학술대회, 2020-09-15
  • 나규민, 김형민, 이현찬, 윤병동, "신호 에너지 감소 효과를 고려한 확률 모형 기반 보일러 누설 위치 추정 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김형민, 오영탁, 나규민, 윤병동, "순환 합성곱 자동 엔코더 기반 실시간 보일러 누설 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 오영탁, 나규민, 김윤한, 윤병동, "산업용 로봇 기어박스의 동작 적응형 퓨샷 고장 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 나규민, 김윤한, 윤병동, "순간 주파수 기반 신호 분해를 활용한 기어박스 고장 진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김형민, 오영탁, 나규민, 윤병동, "상관성 윈도우 행렬 기반 합성곱 장단기 기억 신경망을 이용한 실시간 보일러 튜브 누설 진단 기술 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김윤한, 박정호, 나규민, 윤병동, "포락선 평균법을 활용한 향상된 복조 분석 기반 유성기어박스 고장 진단 방법 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 나규민, 박정호, 김윤한, 윤병동, "굴삭기 기어박스 고장 진단을 위한 고장 정보 강화 전처리 이미지 기반 트랜스퍼 러닝 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김윤한, 박정호, 나규민, 유안 하오, 윤병동, "산업용 로봇 기어박스 고장 감지를 위한 위상정보 활용 시간영역 평균법 ", PHM KOREA 2019, 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "산업용 로봇의 고장 진단을 위한 자율적 최적 주파수 에너지 선택 기법 ", PHM KOREA 2019, 2019-04-12
  • 박정호, 김윤한, 나규민, 윤병동, 주오 밍, "이미지 데이터를 이용한 가변 속도 유성기어의 고장 감지 기법 개발", PHM KOREA 2019, 2019-04-11
  • 오영탁, 나규민, 윤명백, 윤병동, "Convolutional Neural Network(CNN) based Boiler Tube Leakage Detection in a Power Plant ", PHM KOREA 2019, 2019-04-11
  • 나규민, 김건, 하종문, 윤병동, "진동신호의 주파수 도메인 불확실성을 고려한 데이터 증폭 기반 굴삭기 스윙기어박스의 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김윤한, 박정호, 나규민, 윤병동, "위상 정보 활용 시간 영역 평균법을 이용한 산업용 로봇 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 박정호, 김윤한, 나규민, 윤병동, "시간-주파수 이미지 데이터를 활용한 가변 속도 유성기어의 고장 감지법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김윤한, 박정호, 나규민, 윤병동, 강창순, 유재상, "산업용 로봇의 운행 환경에 따른 진동 신호 기반 건전성 인자 특성 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 나규민, 김건, "굴삭기 스윙 기어박스의 강건한 고장 감지를 위한 ARMED 필터의 오더 최적화 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • Patent
  • Byeng D. Youn, Kyumin Na, Jin Uk Ko, and Hyeongmin Kim, "Anormaly Data Detection Apparatus and Method Based on Auto Encoder ", Patent Registration, Republic of Korea, 10-2653349, 2024-03-27
  • Byeng D. Youn, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault of Planetary Gearbox Using Cepstrum-based Signal Analysis ", Patent Registration, Republic of Korea, 10-2598458, 2023-11-01
  • Byeng D. Youn, Kyumin Na, and Yunhan Kim, " Motion Signal Extraction System and Method Based on Vibration Signal", Patent Registration, Republic of Korea, 10-2566810, 2023-08-09
  • Byeng D. Youn, Jae Dong KIm, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na , "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560572, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560573, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557198, 2023-07-14
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557199, 2023-07-14
  • Byeng D. Youn , Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2554301, 2023-07-06
  • Byeng D. Youn, Keon Kim, Jong M. Ha, and Kyumin Na, "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2485686, 2023-01-03
  • Byeng D. Youn, Yunhan Kim, Kyumin Na, and Jungho Park, "Apparatus and Method for Detecting Fault of Gearbox Using Phase Information ", Patent Registration, Republic of Korea, 10-2382628, 2022-03-30
  • Woosung Choi, Sungmin Kim, Heesoo Kim, Seokman Sohn, Jong-Duk Son, Joon-Seok Oh, Byeng D. Youn, Kyumin Na, and Yeongtak Oh, "Boiler Piping Monitoring System and Method ", Patent Registration, Republic of Korea, 10-2226050, 2021-03-04
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault Using Time-Frequency Image ", Patent Registration, Republic of Korea, 10-2161577, 2020-09-24
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Fault Detection Apparatus and Method for Gears under Variable-Speed Condition Using Short-Time Fourier Transform", Patent Registration, Republic of Korea, 10-2077298, 2020-02-07
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23
  • Awards
  • 김윤한, 나규민, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Bronze Medal)", 2021-09-10
  • 오영탁, 김윤한, 나규민, 윤병동, "International Conference on Materials and Reliability 2019 - Best Paper Award", 2019-12-10
  • 오영탁, 나규민, 윤명백, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수포스터상", 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04

  • Kyumin Na, Yunhan Kim, Heonjun Yoon^*, and Byeng D. Youn^*, "FASER: Fault-affected Signal Energy Ratio for Fault Diagnosis of Gearboxes Under Repetitive Operating Conditions ", Expert Systems with Applications, 2024-03
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Kyumin Na, Heonjun Yoon^*, Jaedong Kim, Sungjong Kim, and Byeng D.Youn^* , "PERL: Probabilistic Energy-ratio-based Localization for Boiler Tube Leaks Using Descriptors of Acoustic Emission Signals ", Reliability Engineering & System Safety, 2023-02
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Deep Transferable Motion-Adaptive Fault Detection Method for Industrial Robots Using a Residual-Convolutional Neural Network", ISA Transactions, 2022-09
  • Jungho Park, Yunhan Kim, Kyumin Na, Byeng D. Youn^*, Yuejian Chen, Ming J. Zuo^*, and Yong-Chae Bae, "An Image-based Feature Extraction Method for Fault Diagnosis of Variable-speed Rotating Machinery ", Mechanical Systems and Signal Processing, 2022-03
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Health-adaptive Time-Scale Representation (HTSR) Embedded Convolutional Neural Network for Gearbox Fault Diagnostics", Mechanical Systems and Signal Processing, 2022-03
  • Jin Uk Ko, Kyumin Na, Joon-Seok Oh, Jaedong Kim, and Byeng D. Youn^*, "A New Auto-encoder-based Dynamic Threshold to Reduce False Alarm Rates for Anomaly Detection of Steam Turbines ", Expert Systems with Applications, 2022-03
  • Yunhan Kim, Jong M. Ha, Kyumin Na, Jungho Park, and Byeng D. Youn^*, "Cepstrum-assisted Empirical Wavelet Transform (CEWT) based Improved Demodulation Analysis for Fault Diagnostics of Planetary Gearboxes ", Measurement, 2021-10
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan, Byeng D. Youn^*, and Chang-soon Kang, "Phase-Based Time Domain Averaging (PTDA) for Fault Detection of a Gearbox in an Industrial Robot Using Vibration Signals ", Mechanical Systems and Signal Processing, 2020-04
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "Variance of Energy Residual (VER): An Efficient Method for Planetary Gear Fault Detection Under Variable-Speed Conditions ", Journal of Sound and Vibration, 2019-08
  • Jungho Park, Moussa Hamadache, Jong M. Ha, Yunhan Kim, Kyumin Na, and Byeng D. Youn^*, "A Positive Energy Residual (PER) based Planetary Gear Fault Detection Method under Variable Speed Conditions ", Mechanical Systems and Signal Processing, 2019-02
  • Jong M. Ha, Jungho Park, Kyumin Na, Yunhan Kim, and Byeng D. Youn^*, "Tooth-wise Fault Identification for a Planetary Gearbox Based on a Health Data Map ", IEEE Transactions on Industrial Electronics, 2018-07

  • 등록된 실적이 없습니다.

  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Jin Uk Ko, Kyumin Na, and Byeng D. Youn, "Anomaly Detection of a Steam Turbine by a Novel Auto-Encoder-Based Dynamic Threshold", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-16
  • Kyumin Na, Jin Uk Ko, Hyeongmin Kim, and Byeng D. Youn, "A Probabilistic Threshold considering Probability Distribution of Reconstruction Error on a Latent Space for Anomaly Detection using Auto-Encoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Multiscale Convolutional Neural Network for Industrial Gearbox Fault Diagnostics ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Hyeonchan Lee, Kyumin Na, Hyeongmin Kim, and Byeng Dong Youn, "A Physics-Informed Feature Engineering Approach to Boiler Tube Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Intelligent Fault Diagnostics Based on a New Convolutional Neural Network for Smart Manufacturing ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-12
  • Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "A Novel Fault Detection Method of Industrial Robots Using Motor Current Signals via Convolutional Neural Network (CNN) ", The 5th International Conference on Materials and Reliability, 2019-11-27
  • Jungho Park, Yunhan Kim, Kyumin Na, and Byeng D. Youn, "Fault Detection of a Planetary Gear under Variable-speed Conditions Based on Time-frequency Image ", 2019 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2019), 2019-08-07
  • Yunhan Kim, Jungho Park, Kyumin Na, Hao Yuan and Byeng D. Youn, "Vibration-Based Fault Detection of a Gearbox in an Industrial Robot Using Improved Time Domain Averaging ", International Symposium on Precision Engineering and Sustainable Manufacturing, 2019-07-11
  • Kyumin Na, Jungho Park, Yunhan Kim and Byeng D. Youn, "Optimal Frequency Band Energy for Fault Diagnosis of Industrial Robot Using Current Signal ", International Conference on Energy and Sustainability 2018, 2018-10-19
  • Yunhan Kim, Jungho Park, Kyumin Na, Byeng D. Youn, Chang-Soon Kang and Jae-Sang You, "Robust Fault Detection Method for Industrial Robots under Various Operating Conditions ", ASME 2018 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference, 2018-08-29
  • Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn, "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions ", Annual Conference of the Prognostics and Health Management Society 2017, 2017-10-04

  • 김건, 나규민, 이진욱, 유진오, 윤병동, "건설장비 기어박스 진단을 위한 회전 속도 추정 방법 개발 ", 한국자동차공학회 춘계학술대회, 2023-05-24
  • 김건, 나규민, 이진욱, 유진오, 윤병동, "변속 조건 하에서의 기어박스 진단을 위한 회전 속도 추정 방법 개발 ", 한국PHM학회 2022년도 정기학술대회, 2022-06-30
  • 나규민, 김건, 윤헌준, 윤병동, "고장 신호 강화 이미지를 통한 기어박스 다중 클래스 고장 진단 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 고진욱, 나규민, 김형민, 윤병동, "동적 기준치 설정을 통한 증기 터빈 이상 감지 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 나규민, 김형민, 이현찬, 윤병동 , "음향신호 에너지 감소 메커니즘 기반 확률적 보일러 튜브 누설 위치 추정 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 고진욱, 나규민, 김형민, 윤병동, "증기 터빈 이상 감지를 위한 동적 기준치 개발", 대한기계학회 2020년 학술대회, 2020-12-16
  • 이현찬, 김형민, 나규민, 윤병동, "윈도우 특성 이미지 기반 합성곱 신경망을 활용한 보일러 상태 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 김윤한, 하종문, 나규민, 윤병동, "유성기어박스의 고장 진단을 위한 향상된 웨이블릿 변환 기반 신호 복조 방법 ", 한국정밀공학회 2020 통합학술대회, 2020-09-15
  • 나규민, 김형민, 이현찬, 윤병동, "신호 에너지 감소 효과를 고려한 확률 모형 기반 보일러 누설 위치 추정 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김형민, 오영탁, 나규민, 윤병동, "순환 합성곱 자동 엔코더 기반 실시간 보일러 누설 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 오영탁, 나규민, 김윤한, 윤병동, "산업용 로봇 기어박스의 동작 적응형 퓨샷 고장 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 나규민, 김윤한, 윤병동, "순간 주파수 기반 신호 분해를 활용한 기어박스 고장 진단 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-22
  • 김형민, 오영탁, 나규민, 윤병동, "상관성 윈도우 행렬 기반 합성곱 장단기 기억 신경망을 이용한 실시간 보일러 튜브 누설 진단 기술 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • 김윤한, 박정호, 나규민, 윤병동, "포락선 평균법을 활용한 향상된 복조 분석 기반 유성기어박스 고장 진단 방법 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 나규민, 박정호, 김윤한, 윤병동, "굴삭기 기어박스 고장 진단을 위한 고장 정보 강화 전처리 이미지 기반 트랜스퍼 러닝 ", 대한기계학회 2019년 학술대회, 2019-11-13
  • 김윤한, 박정호, 나규민, 유안 하오, 윤병동, "산업용 로봇 기어박스 고장 감지를 위한 위상정보 활용 시간영역 평균법 ", PHM KOREA 2019, 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "산업용 로봇의 고장 진단을 위한 자율적 최적 주파수 에너지 선택 기법 ", PHM KOREA 2019, 2019-04-12
  • 박정호, 김윤한, 나규민, 윤병동, 주오 밍, "이미지 데이터를 이용한 가변 속도 유성기어의 고장 감지 기법 개발", PHM KOREA 2019, 2019-04-11
  • 오영탁, 나규민, 윤명백, 윤병동, "Convolutional Neural Network(CNN) based Boiler Tube Leakage Detection in a Power Plant ", PHM KOREA 2019, 2019-04-11
  • 나규민, 김건, 하종문, 윤병동, "진동신호의 주파수 도메인 불확실성을 고려한 데이터 증폭 기반 굴삭기 스윙기어박스의 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-14
  • 박찬희, 이준민, 김수호, 이동기, 나규민, 송주환, 윤병동, "다양한 운행환경에 적용가능한 철도차량 현가장치 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-13
  • 김윤한, 박정호, 나규민, 윤병동, "위상 정보 활용 시간 영역 평균법을 이용한 산업용 로봇 고장 진단 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 박정호, 김윤한, 나규민, 윤병동, "시간-주파수 이미지 데이터를 활용한 가변 속도 유성기어의 고장 감지법 개발 ", 대한기계학회 2018년도 학술대회, 2018-12-12
  • 김윤한, 박정호, 나규민, 윤병동, 강창순, 유재상, "산업용 로봇의 운행 환경에 따른 진동 신호 기반 건전성 인자 특성 분석 ", 2018년도 추계 소음진동 학술대회, 2018-10-18
  • 나규민, 김건, "굴삭기 스윙 기어박스의 강건한 고장 감지를 위한 ARMED 필터의 오더 최적화 ", 대한기계학회 2017년도 학술대회, 2017-11-02

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Kyumin Na, Jin Uk Ko, and Hyeongmin Kim, "Anormaly Data Detection Apparatus and Method Based on Auto Encoder ", Patent Registration, Republic of Korea, 10-2653349, 2024-03-27
  • Byeng D. Youn, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault of Planetary Gearbox Using Cepstrum-based Signal Analysis ", Patent Registration, Republic of Korea, 10-2598458, 2023-11-01
  • Byeng D. Youn, Kyumin Na, and Yunhan Kim, " Motion Signal Extraction System and Method Based on Vibration Signal", Patent Registration, Republic of Korea, 10-2566810, 2023-08-09
  • Byeng D. Youn, Jae Dong KIm, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na , "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560572, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560573, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557198, 2023-07-14
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557199, 2023-07-14
  • Byeng D. Youn , Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2554301, 2023-07-06
  • Byeng D. Youn, Keon Kim, Jong M. Ha, and Kyumin Na, "Method and System for Detecting Fault of Swing Device ", Patent Registration, Republic of Korea, 10-2485686, 2023-01-03
  • Byeng D. Youn, Yunhan Kim, Kyumin Na, and Jungho Park, "Apparatus and Method for Detecting Fault of Gearbox Using Phase Information ", Patent Registration, Republic of Korea, 10-2382628, 2022-03-30
  • Woosung Choi, Sungmin Kim, Heesoo Kim, Seokman Sohn, Jong-Duk Son, Joon-Seok Oh, Byeng D. Youn, Kyumin Na, and Yeongtak Oh, "Boiler Piping Monitoring System and Method ", Patent Registration, Republic of Korea, 10-2226050, 2021-03-04
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Apparatus and Method for Detecting Fault Using Time-Frequency Image ", Patent Registration, Republic of Korea, 10-2161577, 2020-09-24
  • Byeng D. Youn, Jungho Park, Yunhan Kim, and Kyumin Na, "Fault Detection Apparatus and Method for Gears under Variable-Speed Condition Using Short-Time Fourier Transform", Patent Registration, Republic of Korea, 10-2077298, 2020-02-07
  • Byeng D. Youn, Jungho Park, Jong M. Ha ,Yunhan Kim, and Kyumin Na , "Vibration Characteristics Data Map Processing Apparatus for Diagnosing a Fault of Planetary Gear Box ", Patent Registration, Republic of Korea, 10-2026065, 2019-09-23

  • 김윤한, 나규민, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Bronze Medal)", 2021-09-10
  • 오영탁, 김윤한, 나규민, 윤병동, "International Conference on Materials and Reliability 2019 - Best Paper Award", 2019-12-10
  • 오영탁, 나규민, 윤명백, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수포스터상", 2019-04-12
  • 나규민, 박정호, 김윤한, 윤병동, "한국PHM학회 2019년도 정기학술대회 - 우수발표상", 2019-04-12
  • 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동, "2017 PHM Society Data Challenge Competition - Winner", 2017-10-04

  Name	Kyumin Na (나규민)
  Graduation Year	August 2023
  Doctoral Dissertation	An Uncertainty-Aware Framework for Fault Diagnosis in Industrial Systems Using Low and High Sampling Rate Signals
  Research Area	Prognostics and Health Management for Planetary Gearboxes
  Location	Postdoctor in SHRM Lab
  E-mail	jeonryu@naver.com
  View Publications

• 
• 실적

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  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Chaehyun Suh, Heonjun Yoon^*, and Byeng D. Youn^*, "PCDC: Prototype-assisted Dual-contrastive Learning with Depthwise Separable Convolutional Neural Network for Few-shot Fault Diagnosis of Permanent Magnet Synchronous Motors under New Operating Conditions ", Journal of Computational Design and Engineering, Under Revision
  • Sang Kyung Lee, Hyeongmin Kim, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Self-supervised Feature Learning for Motor Fault Diagnosis under Various Torque Conditions ", Knowledge-based Systems, 2024-03
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Stator Current Operation Compensation (SCOC): A Novel Preprocessing Method for Deep Learning-based Fault Diagnosis of Permanent Magnet Synchronous Motors Under Variable Operating Conditions ", Measurement, 2023-11
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "MPARN: Multi-scale Path Attention Residual Network for Fault Diagnosis of Rotating Machines ", Journal of Computational Design and Engineering, 2023-04
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "A Health Image for Deep Learning-based Fault Diagnosis of a Permanent Magnet Synchronous Motor Under Variable Operating Conditions : Instantaneous Current Residual Map", Reliability Engineering & System Safety, 2022-10
  • Chan Hee Park, Junmin Lee, Hyeongmin Kim, Chaehyun Suh, Myeongbaek Youn, Yongjin Shin, Sung-Hoon Ahn, and Byeng D. Youn^*, "Drive-tolerant Current Residual Variance (DTCRV) for Fault Detection of a Permanent Magnet Synchronous Motor Under Operational Speed and Load Torque Conditions ", IEEE Access, 2021-03
  • International Conference
  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Heonjun Yoon, and Byeng D. Youn, "Few-Shot Learning Method for Fault Diagnosis of Permanent Magnet Synchronous Motors Under New Operating Conditions ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hye Jun Oh, Jinoh Yoo, Tae Hyung Kim, Minjung Kim, and Hyeongmin Kim, " MALSTM-MCN Ensemble Learning-based Planetary Gearbox Fault Diagnosis method ", 2023 IEEE Conference on Prognostics and Health Management, 2023-06-06
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn , "A Multi-scale Residual Network with Attention Mechanism for Fault Diagnosis of Rotating Machines ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-15
  • Hyeongmin Kim, Maximilian Kosel, and Byeng D. Youn, "Reinforcement Learning-based Optimal Parameter Estimation of Ultra Precision Machine ", International Conference on Energy, Aquatech and Sustainability 2022, 2022-08-04
  • Kyumin Na, Jin Uk Ko, Hyeongmin Kim, and Byeng D. Youn, "A Probabilistic Threshold considering Probability Distribution of Reconstruction Error on a Latent Space for Anomaly Detection using Auto-Encoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Health Feature for Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "Anomaly Detection of Multichannel Complex Industrial Systems using Physically Grouped ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, Minseok Chae, Heonjun Yoon and Byeng D. Youn, "Physics-informed Convolutional Neural Network based Fault Diagnosis for Overhead Hoist Transports ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Jinwook Lee, Hyeongmin Kim, Donghyu Lee, Hwayong Jeong, Dowan Kim, and Byeng D. Youn, "Intelligent Fault Diagnosis and Signal Forecasting for Prognostics, and Health Management of An Oil-injection Screw Compressor ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeonchan Lee, Kyumin Na, Hyeongmin Kim, and Byeng Dong Youn, "A Physics-Informed Feature Engineering Approach to Boiler Tube Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Deep learning-based Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-13
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Byeng D. Youn, "Domain Adversarial Neural Network based Unit Adaptation Method for Fault Detection of Overhead Hoist Transports ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17
  • Domestic Conference
  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "모터 고장 진단을 위한 신호처리 기반 자기지도 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 오혜준, 김형민, 유진오, 김태형, 김민정, 윤병동, "기어박스 고장진단을 위한 다변량 어텐션 멀티 커널 합성곱 신경망 ", 한국PHM학회 2023년도 정기학술대회, 2023-07-04
  • 김형민, 윤병동, "최적 가공을 위한 강화학습 기반 서보 모터 베어 파라미터 튜닝 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-19
  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "자기지도 학습을 통한 제한된 레이블 데이터에서 모터 고장진단", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 이상경, 윤병동, 윤헌준, "전류 기반 모터 고장 진단 성능 향상을 위한 교차 모달 지식 증류 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "다양한 운행조건에서 영구자석 동기모터의 미학습 고장 진단을 위한 퓨샷 학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김형민, 윤병동, "다채널 시스템 이상 감지를 위한 오토 인코더 잠재 공간 최적화 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "모터 고장 진단을 위한 손실 함수 적응적 가중치 기반 다중 도메인 적응 활용 토크 불변 특성 학습 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 김형민, 김태형, 윤병동, "이상 감지를 위한 재귀 신경망 기반 로봇 전류 신호 모델링 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "다양한 토크 조건에서 모터 고장 진단을 위한 향상된 다중 소스 도메인 적응 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "적은 고장 데이터 상황에서의 퓨샷 학습 기반 영구 자석 동기 모터 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김형민, 박찬희, 서채현, 채민석, 오혜준, 윤병동, 윤헌준, "다양한 운행 조건에서 모터의 딥러닝 기반 순시 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤병동, 윤헌준, "모터 고장 진단을 위한 다중 소스 도메인 활용 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "일반화 및 설명 가능성을 위한 도메인 지식과 인공지능의 융합-물류 자동화 시스템에의 적용 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 채민석, 박찬희, 김형민, 서채현, 윤헌준, 윤병동, " 합성곱 신경망을 이용한 영구 자석 동기 전동기의 축 편심 고장과 부하 토크 진동 분류 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 고진욱, 나규민, 김형민, 윤병동, "동적 기준치 설정을 통한 증기 터빈 이상 감지 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 김형민, 박찬희, 서채현, 채민석, 윤헌준, 윤병동, "변속상황에서 산업용 전 동기의 딥러닝 기반 고장 진단 을 위한 전류 신호 리샘플링 기법 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 나규민, 김형민, 이현찬, 윤병동 , "음향신호 에너지 감소 메커니즘 기반 확률적 보일러 튜브 누설 위치 추정 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 김형민, 박찬희, 서채현, 윤병동, "가변운행조건 하 영구자석 동기전동기의 딥러닝 기반 고장진단을 위한 전류 신호 전처리 기법 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 고진욱, 나규민, 김형민, 윤병동, "증기 터빈 이상 감지를 위한 동적 기준치 개발", 대한기계학회 2020년 학술대회, 2020-12-16
  • 이현찬, 김형민, 나규민, 윤병동, "윈도우 특성 이미지 기반 합성곱 신경망을 활용한 보일러 상태 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 서채현, 박찬희, 김형민, 윤병동, "도메인 적대적 신경망 기반 Overhead Hoist Transport의 호기별 적응 기법을 활용한 고장 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 나규민, 김형민, 이현찬, 윤병동, "신호 에너지 감소 효과를 고려한 확률 모형 기반 보일러 누설 위치 추정 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김형민, 오영탁, 나규민, 윤병동, "순환 합성곱 자동 엔코더 기반 실시간 보일러 누설 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김형민, 오영탁, 나규민, 윤병동, "상관성 윈도우 행렬 기반 합성곱 장단기 기억 신경망을 이용한 실시간 보일러 튜브 누설 진단 기술 ", 대한기계학회 2019년 학술대회, 2019-11-15
  • Patent
  • Byeng D. Youn, Kyumin Na, Jin Uk Ko, and Hyeongmin Kim, "Anormaly Data Detection Apparatus and Method Based on Auto Encoder ", Patent Registration, Republic of Korea, 10-2653349, 2024-03-27
  • Byeng D. Youn, Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Method and Apparatus for Generating an Image for Motor Fault Diagnosis, and Method and Apparatus for Motor Fault Diagnosis Using Said Image ", Patent Registration, Republic of Korea, 10-2601072, 2023-11-07
  • Byeng D. Youn, Jae Dong KIm, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na , "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560572, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560573, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557198, 2023-07-14
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557199, 2023-07-14
  • Byeng D. Youn , Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2554301, 2023-07-06
  • Byeng D. Youn, Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Minseok Chae, "Method and Apparatus for Diagnosis of Motor Using Multi-Channel Signals ", Patent Registration, Republic of Korea, 10-2480899, 2022-12-20
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, and Minseok Chae, "Error Detection Apparatus and Method of Motor", Patent Registration, Republic of Korea, 10-2473124, 2022-11-28
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Apparatus and Method for Fault Diagnosis of Rotating Machinery Using Multi-scale Dilated Convolution ", Patent Application, Republic of Korea, 10-2022-0067622, 2022-06-02
  • Awards
  • 김태형, 오혜준, 김민정, 유진오, 김형민, "2023 IEEE International Conference on Prognostics and Health Management Conference - 2nd Place Winner in Data Challenge Competition", 2023-06-07
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 오혜준, 이상경, 채민석, 김형민, "산업AI해커톤 Factory Hack Korea 2023 - 우수상", 2023-02-03
  • 김형민, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계학술대회 학생논문발표경진대회 - 은상(3위)", 2022-05-19
  • 이진욱, 김형민, 이동휴, 정화용, 김도완, 윤병동, "PHMAP 2021 Data Challenge Competition - Winner (1st Place)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Gold Medal)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동 , "International Conference on Energy, Aquatech and Sustainability 2021 - Best Presentation Award", 2021-08-13
  • 서채현, 김형민, 김성종 , "산업AI해커톤 Factory Hack Korea 2021 - 장려상 ", 2021-01-26

  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Chaehyun Suh, Heonjun Yoon^*, and Byeng D. Youn^*, "PCDC: Prototype-assisted Dual-contrastive Learning with Depthwise Separable Convolutional Neural Network for Few-shot Fault Diagnosis of Permanent Magnet Synchronous Motors under New Operating Conditions ", Journal of Computational Design and Engineering, Under Revision
  • Sang Kyung Lee, Hyeongmin Kim, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Self-supervised Feature Learning for Motor Fault Diagnosis under Various Torque Conditions ", Knowledge-based Systems, 2024-03
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Hye Jun Oh, Heonjun Yoon^*, and Byeng D. Youn^* , "Stator Current Operation Compensation (SCOC): A Novel Preprocessing Method for Deep Learning-based Fault Diagnosis of Permanent Magnet Synchronous Motors Under Variable Operating Conditions ", Measurement, 2023-11
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "MPARN: Multi-scale Path Attention Residual Network for Fault Diagnosis of Rotating Machines ", Journal of Computational Design and Engineering, 2023-04
  • Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon^*, and Byeng D. Youn^*, "Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data ", Expert Systems with Applications, 2023-04
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon^*, and Byeng D. Youn^*, "A Health Image for Deep Learning-based Fault Diagnosis of a Permanent Magnet Synchronous Motor Under Variable Operating Conditions : Instantaneous Current Residual Map", Reliability Engineering & System Safety, 2022-10
  • Chan Hee Park, Junmin Lee, Hyeongmin Kim, Chaehyun Suh, Myeongbaek Youn, Yongjin Shin, Sung-Hoon Ahn, and Byeng D. Youn^*, "Drive-tolerant Current Residual Variance (DTCRV) for Fault Detection of a Permanent Magnet Synchronous Motor Under Operational Speed and Load Torque Conditions ", IEEE Access, 2021-03

  • 등록된 실적이 없습니다.

  • Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn, "Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Heonjun Yoon, and Byeng D. Youn, "Few-Shot Learning Method for Fault Diagnosis of Permanent Magnet Synchronous Motors Under New Operating Conditions ", ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2023-08-23
  • Hye Jun Oh, Jinoh Yoo, Tae Hyung Kim, Minjung Kim, and Hyeongmin Kim, " MALSTM-MCN Ensemble Learning-based Planetary Gearbox Fault Diagnosis method ", 2023 IEEE Conference on Prognostics and Health Management, 2023-06-06
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn , "A Multi-scale Residual Network with Attention Mechanism for Fault Diagnosis of Rotating Machines ", ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2022-08-15
  • Hyeongmin Kim, Maximilian Kosel, and Byeng D. Youn, "Reinforcement Learning-based Optimal Parameter Estimation of Ultra Precision Machine ", International Conference on Energy, Aquatech and Sustainability 2022, 2022-08-04
  • Kyumin Na, Jin Uk Ko, Hyeongmin Kim, and Byeng D. Youn, "A Probabilistic Threshold considering Probability Distribution of Reconstruction Error on a Latent Space for Anomaly Detection using Auto-Encoder ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Health Feature for Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "Anomaly Detection of Multichannel Complex Industrial Systems using Physically Grouped ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, Minseok Chae, Heonjun Yoon and Byeng D. Youn, "Physics-informed Convolutional Neural Network based Fault Diagnosis for Overhead Hoist Transports ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Jinwook Lee, Hyeongmin Kim, Donghyu Lee, Hwayong Jeong, Dowan Kim, and Byeng D. Youn, "Intelligent Fault Diagnosis and Signal Forecasting for Prognostics, and Health Management of An Oil-injection Screw Compressor ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-09
  • Hyeonchan Lee, Kyumin Na, Hyeongmin Kim, and Byeng Dong Youn, "A Physics-Informed Feature Engineering Approach to Boiler Tube Diagnosis ", Asia Pacific Conference of the Prognostics and Health Management Society 2021, 2021-09-08
  • Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn, "A Novel Deep learning-based Fault Diagnosis of a Servo Motor Under Non-stationary Conditions ", International Conference on Energy, Aquatech and Sustainability 2021, 2021-08-13
  • Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Byeng D. Youn, "Domain Adversarial Neural Network based Unit Adaptation Method for Fault Detection of Overhead Hoist Transports ", International Symposium on Precision Engineering and Sustainable Manufacturing 2020, 2020-11-17

  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "모터 고장 진단을 위한 신호처리 기반 자기지도 학습 기법 ", 대한기계학회 2023년 학술대회, 2023-11-03
  • 오혜준, 김형민, 유진오, 김태형, 김민정, 윤병동, "기어박스 고장진단을 위한 다변량 어텐션 멀티 커널 합성곱 신경망 ", 한국PHM학회 2023년도 정기학술대회, 2023-07-04
  • 김형민, 윤병동, "최적 가공을 위한 강화학습 기반 서보 모터 베어 파라미터 튜닝 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-19
  • 이상경, 김형민, 채민석, 오혜준, 윤헌준, 윤병동, "자기지도 학습을 통한 제한된 레이블 데이터에서 모터 고장진단", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 오혜준, 김형민, 채민석, 이상경, 윤병동, 윤헌준, "전류 기반 모터 고장 진단 성능 향상을 위한 교차 모달 지식 증류 기법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "다양한 운행조건에서 영구자석 동기모터의 미학습 고장 진단을 위한 퓨샷 학습 방법 ", 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회, 2023-05-18
  • 김형민, 윤병동, "다채널 시스템 이상 감지를 위한 오토 인코더 잠재 공간 최적화 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "모터 고장 진단을 위한 손실 함수 적응적 가중치 기반 다중 도메인 적응 활용 토크 불변 특성 학습 ", 대한기계학회 2022년 학술대회, 2022-11-11
  • 김형민, 김태형, 윤병동, "이상 감지를 위한 재귀 신경망 기반 로봇 전류 신호 모델링 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤헌준, 윤병동, "다양한 토크 조건에서 모터 고장 진단을 위한 향상된 다중 소스 도메인 적응 기법 ", 한국PHM학회 2022년도 정기학술대회, 2022-07-01
  • 채민석, 김형민, 오혜준, 박찬희, 서채현, 윤헌준, 윤병동, "적은 고장 데이터 상황에서의 퓨샷 학습 기반 영구 자석 동기 모터 고장 진단 기법 개발 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 김형민, 박찬희, 서채현, 채민석, 오혜준, 윤병동, 윤헌준, "다양한 운행 조건에서 모터의 딥러닝 기반 순시 고장 진단 방법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-20
  • 오혜준, 김형민, 채민석, 서채현, 박찬희, 윤병동, 윤헌준, "모터 고장 진단을 위한 다중 소스 도메인 활용 도메인 적응 기법 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "일반화 및 설명 가능성을 위한 도메인 지식과 인공지능의 융합-물류 자동화 시스템에의 적용 ", 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 , 2022-05-19
  • 채민석, 박찬희, 김형민, 서채현, 윤헌준, 윤병동, " 합성곱 신경망을 이용한 영구 자석 동기 전동기의 축 편심 고장과 부하 토크 진동 분류 ", 대한기계학회 2021년 학술대회, 2021-11-04
  • 고진욱, 나규민, 김형민, 윤병동, "동적 기준치 설정을 통한 증기 터빈 이상 감지 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 김형민, 박찬희, 서채현, 채민석, 윤헌준, 윤병동, "변속상황에서 산업용 전 동기의 딥러닝 기반 고장 진단 을 위한 전류 신호 리샘플링 기법 ", 한국PHM학회 2021년도 정기학술대회, 2021-09-09
  • 나규민, 김형민, 이현찬, 윤병동 , "음향신호 에너지 감소 메커니즘 기반 확률적 보일러 튜브 누설 위치 추정 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 김형민, 박찬희, 서채현, 윤병동, "가변운행조건 하 영구자석 동기전동기의 딥러닝 기반 고장진단을 위한 전류 신호 전처리 기법 ", 대한기계학회 2020년 학술대회, 2020-12-18
  • 고진욱, 나규민, 김형민, 윤병동, "증기 터빈 이상 감지를 위한 동적 기준치 개발", 대한기계학회 2020년 학술대회, 2020-12-16
  • 이현찬, 김형민, 나규민, 윤병동, "윈도우 특성 이미지 기반 합성곱 신경망을 활용한 보일러 상태 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 서채현, 박찬희, 김형민, 윤병동, "도메인 적대적 신경망 기반 Overhead Hoist Transport의 호기별 적응 기법을 활용한 고장 진단 ", 대한기계학회 2020년 학술대회, 2020-12-16
  • 나규민, 김형민, 이현찬, 윤병동, "신호 에너지 감소 효과를 고려한 확률 모형 기반 보일러 누설 위치 추정 ", 대한기계학회 CAE 및 응용역학부문 2020년도 춘계학술대회, 2020-08-20
  • 김형민, 오영탁, 나규민, 윤병동, "순환 합성곱 자동 엔코더 기반 실시간 보일러 누설 감지 기법 ", 한국PHM학회 2020년도 정기학술대회, 2020-07-23
  • 김형민, 오영탁, 나규민, 윤병동, "상관성 윈도우 행렬 기반 합성곱 장단기 기억 신경망을 이용한 실시간 보일러 튜브 누설 진단 기술 ", 대한기계학회 2019년 학술대회, 2019-11-15

  • 등록된 실적이 없습니다.

  • Byeng D. Youn, Kyumin Na, Jin Uk Ko, and Hyeongmin Kim, "Anormaly Data Detection Apparatus and Method Based on Auto Encoder ", Patent Registration, Republic of Korea, 10-2653349, 2024-03-27
  • Byeng D. Youn, Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Method and Apparatus for Generating an Image for Motor Fault Diagnosis, and Method and Apparatus for Motor Fault Diagnosis Using Said Image ", Patent Registration, Republic of Korea, 10-2601072, 2023-11-07
  • Byeng D. Youn, Jae Dong KIm, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na , "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560572, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, and Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2560573, 2023-07-24
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557198, 2023-07-14
  • Byeng D. Youn, Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2557199, 2023-07-14
  • Byeng D. Youn , Jae Dong Kim, Jong Duk Son, Hee Soo Kim, Joon Seok Oh, Hyeongmin Kim, Kyumin Na, "System and Method for Detecting Tube Leakage Using State Signal of Power Generation Plant ", Patent Registration, Republic of Korea, 10-2554301, 2023-07-06
  • Byeng D. Youn, Chaehyun Suh, Chan Hee Park, Hyeongmin Kim, and Minseok Chae, "Method and Apparatus for Diagnosis of Motor Using Multi-Channel Signals ", Patent Registration, Republic of Korea, 10-2480899, 2022-12-20
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, and Minseok Chae, "Error Detection Apparatus and Method of Motor", Patent Registration, Republic of Korea, 10-2473124, 2022-11-28
  • Byeng D. Youn, Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, and Heonjun Yoon, "Apparatus and Method for Fault Diagnosis of Rotating Machinery Using Multi-scale Dilated Convolution ", Patent Application, Republic of Korea, 10-2022-0067622, 2022-06-02

  • 김태형, 오혜준, 김민정, 유진오, 김형민, "2023 IEEE International Conference on Prognostics and Health Management Conference - 2nd Place Winner in Data Challenge Competition", 2023-06-07
  • 윤병동, 서채현, 김형민, 박찬희, 채민석, 윤헌준, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상", 2023-05-18
  • 오혜준, 이상경, 채민석, 김형민, "산업AI해커톤 Factory Hack Korea 2023 - 우수상", 2023-02-03
  • 김형민, "대한기계학회 CAE 및 응용역학부문 2022년도 춘계학술대회 학생논문발표경진대회 - 은상(3위)", 2022-05-19
  • 이진욱, 김형민, 이동휴, 정화용, 김도완, 윤병동, "PHMAP 2021 Data Challenge Competition - Winner (1st Place)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동, "Asia Pacific Conference of the Prognostics and Health Management Society 2021 - Best Student Award (Gold Medal)", 2021-09-10
  • 박찬희, 김형민, 서채현, 채민석, 윤헌준, 윤병동 , "International Conference on Energy, Aquatech and Sustainability 2021 - Best Presentation Award", 2021-08-13
  • 서채현, 김형민, 김성종 , "산업AI해커톤 Factory Hack Korea 2021 - 장려상 ", 2021-01-26

  Name	Hyeongmin Kim (김형민)
  Graduation Year	February 2024
  Doctoral Dissertation	Motor Fault Scale-focused Feature Learning Considering Operation Variability and Diagnosis Uncertainty
  Research Area	Prognostics and Health Management for Motors [GitHub]
  Location	Postdoctoral Researcher in SHRM Lab
  E-mail	960802@snu.ac.kr
  View Publications

• 
• 실적

  X

  All International Journal Domestic Journal International Conference
  Domestic Conference Book & Chapter Patent Awards

  • International Journal
  • Jin-gyun Park, Heonjun Yoon^*, and Byeng D. Youn^*, "Probabilistic Framework for Reliable Optimal Design of Gearboxes in General-purpose Industrial Robots Considering Random Use Conditions ", Journal of Computational Design and Engineering, 2023-04
  • International Conference
  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14
  • Domestic Conference
  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 박진균, 윤대규, 윤병동, "산업용 로봇의 가스 타입 중력보상장치에 대한 동역학 모델 기반 누기 진단 알고리듬 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15
  • Patent
  • Jin Gyun Park, Byeng D. Youn, Jungho Park, and Jong M. Ha, "Fault Diagnosis System of Industrial Robot ", Patent Registration, Republic of Korea, 10-2266220, 2021-06-11

  • Jin-gyun Park, Heonjun Yoon^*, and Byeng D. Youn^*, "Probabilistic Framework for Reliable Optimal Design of Gearboxes in General-purpose Industrial Robots Considering Random Use Conditions ", Journal of Computational Design and Engineering, 2023-04

  • 등록된 실적이 없습니다.

  • Jungho Park, Yunhan Kim, Jong M. Ha, Byeng D. Youn, Jin-Gyun Park, "Fault Detection of Gearboxes in an Industrial Robot under Various Operating Conditions ", Asia Pacific Conference of the Prognostics and Health Management Society 2017, 2017-07-14

  • 김윤한, 박정호, 하종문, 윤병동, 박진균, "다양한 산업용 로봇 작동조건에 따른 강건 고장 진단 기법 ", 대한기계학회 2017년도 학술대회, 2017-11-02
  • 김윤한, 박정호, 하종문, 박진균, 윤병동, "산업용 로봇 작동조건에 따른 감속기 고장진단 성능 평가 ", 2017 추계 소음진동 학술대회, 2017-10-19
  • 박진균, 윤대규, 윤병동, "산업용 로봇의 가스 타입 중력보상장치에 대한 동역학 모델 기반 누기 진단 알고리듬 ", 대한기계학회 CAE 및 응용역학부문 2015년도 춘계학술대회, 2015-04-15

  • 등록된 실적이 없습니다.

  • Jin Gyun Park, Byeng D. Youn, Jungho Park, and Jong M. Ha, "Fault Diagnosis System of Industrial Robot ", Patent Registration, Republic of Korea, 10-2266220, 2021-06-11

  • 등록된 실적이 없습니다.

  Name	Jin-gyun Park (박진균)
  Graduation Year	February 2024
  Doctoral Dissertation	Design of General-Purpose Industrial Robot Considering Random Use Condition and Manufacturing Uncertainty
  Research Area	Resilience-driven Design for an Industrial Robot
  Location	Naver Labs
  E-mail	wlsrbs82@hotmail.com
  View Publications