Publications

International Journal

• Uncertainty Analysis of Stack Pressure in EV Battery Module System Using a Phenomenological Modeling Approach

  Hyunhee Choi, Chen Jiang, Byeng D. Youn*, and Taejin Kim* Journal of Energy Storage , 2023-12 , SCIE (IF: 8.9, Rank: 16.8%) , Vol. 73, Part A, pp. 108948, 2023

  LINK

• Missing Data Imputation Using an Iterative Denoising Autoencoder (IDAE) for Dissolved Gas Analysis

  Boseong Seo, Jaekyung Shin, Taejin Kim*, and Byeng D. Youn* Electric Power Systems Research , 2022-11 , SCIE (IF: 3.3, Rank: 35.9%) , Vol. 212, pp. 108642, 2022

  LINK

• Effective Band-selection Algorithm for Rolling Element Bearing Diagnosis Using AE Sensor Data under Noisy Conditions

  Su J. Kim, Sungjong Kim, Seungyun Lee, Byeng D. Youn*, and Taejin Kim* Structural and Multidisciplinary Optimization , 2022-09 , SCIE (IF: 3.6, Rank: 17.0%) , Vol. 65, pp. 275, 2022

  LINK

• Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor

  Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim*, and Byeng D. Youn* Measurement , 2022-04 , SCIE (IF: 5.2, Rank: 9.2%) , Vol. 193, pp. 110912, 2022

  LINK

• Model Improvement with Experimental Design for Identifying Error Sources in a Computational Model

  Hyejeong Son, Byeng D. Youn, and Taejin Kim* Structural and Multidisciplinary Optimization , 2021-11 , SCIE (IF: 3.6, Rank: 17.0%) , Vol. 64, pp. 3109-3122, 2021

  LINK

• A Resilience Measure Formulation that Considers Sensor Faults

  Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn* Reliability Engineering & System Safety , 2020-07 , SCIE (IF: 9.4, Rank: 3.3%) , Vol. 199, pp. 106393, 2020

  LINK

• A New Calibration Metric that Considers Statistical Correlation: Marginal Probability and Correlation Residuals

  Wongon Kim, Heonjun Yoon*, Guesuk Lee, Taejin Kim, and Byeng D. Youn* Reliability Engineering & System Safety , 2020-03 , SCIE (IF: 9.4, Rank: 3.3%) , Vol. 195, pp. 106677, 2020

  LINK

• Identifiability-based Model Decomposition for Hierarchical Calibration

  Taejin Kim and Byeng D. Youn* Structural and Multidisciplinary Optimization , 2019-11 , SCIE (IF: 3.6, Rank: 17.0%) , Vol. 60, pp. 1801-1811, 2019

  LINK

• PHM Experimental Design for Effective State Separation using Jensen-Shannon Divergence

  Taejin Kim, Guesuk Lee, and Byeng D. Youn* Reliability Engineering & System Safety , 2019-10 , SCIE (IF: 9.4, Rank: 3.3%) , Vol. 190, pp. 106503, 2019

  LINK

• Uncertainty Characterization Under Measurement Errors Using Maximum Likelihood Estimation: Cantilever Beam End-to-End UQ Test Problem

  Taejin Kim¹, Guesuk Lee¹, and Byeng D. Youn* Structural and Multidisciplinary Optimization , 2019-02 , SCIE (IF: 3.6, Rank: 17.0%) , Vol. 59, pp. 323–333, 2019

  LINK

• TDR-based Multiple Leaks Detection System using an S-parameter Transmission Line Model for Long-distance Pipeline

  Sihyeong Woo, Taejin Kim, Junmin Lee, Hyunseok Oh, Byeng D. Youn*, and Daeil Kwon International Journal of Prognostics and Health Management , 2018-07 , SCIE (IF: 0.0, Rank: 0.0%) , Vol. 9, No. 3, pp. 1-13, 2018

  LINK

• Development of a Stochastic Effective Independence (SEFI) Method for Optimal Sensor Placement under Uncertainty

  Taejin Kim*, Byeng D. Youn*, and Hyunseok Oh Mechanical Systems and Signal Processing , 2018-10 , SCIE (IF: 7.9, Rank: 2.5%) , Vol. 111, pp. 615–627, 2018

  LINK

• An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells with Root Cause Analysis

  Taejin Kim, Hyunseok Oh, Hyunjae Kim, and Byeng D. Youn* IEEE Transactions on Industrial Electronics , 2016-11 , SCIE (IF: 7.5, Rank: 0.2%) , Vol. 63, No. 11, pp. 7094-7103, 2016

  LINK

• A Co-Training-Based Approach for Prediction of Remaining Useful Life Utilizing both Failure and Suspension Data

  Chao Hu, Byeng D. Youn*, Taejin Kim, and Pingfeng Wang Mechanical Systems and Signal Processing , 2015-10 , SCIE (IF: 7.9, Rank: 2.5%) , Vol. 62-63, pp. 75–90, 2015

  LINK

Domestic Journal

• 모델 기반 파이프 연결부 누수 감지 시스템

  김태진, 윤병동, 우시형김태진, 윤병동, 우시형 대한기계학회논문집 A권 , 2015-03 , SCOPUS, KCI 등재 , 제39권, 제3호, 347-352, 2015

Application Patent

• Domestic  "Apparatus and Method for Fault Diagnosis of Rotating Machinery"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2023-0122639

  2023-09-14

• Domestic  "Noise Canceling Apparatus and Method for Rotating Machine System"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2023-0042645

  2023-03-31

• Domestic  "Apparatus for Measuring Heating Value and Method of Measuring Heating Value"

  Patent Cooperation Treaty

  Patent Cooperation Treaty

  Patent No. : PCT/KR2015/004668

  2015-05-11

Registration Patent

• Domestic  "Model Updating with Error Sources Identification by Information Matrix"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2433219

  2022-08-11

• Domestic  "Apparatus for Measuring Heating Value and Method of Measuring Heating Value"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-1596794

  2016-02-17

• Domestic  "System and Method for Predicting Temperature of Battery"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-1449276

  2014-10-01

International Conference

• "Statistical Stack Pressure Estimation in Module Level Using Phenomenological Swelling Model"

  Hyunhee Choi, Chen Jiang, Taejin Kim, and Byeng D. Youn Conference : 15th World Congress of Structural and Multidisciplinary Optimization 2023-06-05

• "Noise Robust Frequency Band Selection for Bearing Diagnosis using Acoustic Emission Signals"

  Su J. Kim, Sungjong Kim, Seungyun Lee, Taejin Kim, and Byeng D. Youn Conference : ASME 2022 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2022-08-16

• "Optimum Frequency Band Selection under Electromagnetic Interference for Low-speed bearing Diagnosis using AE Sensors"

  Su J. Kim, Keunsu Kim, Jongmin Park, Hwayong Jeong, Sungjong Kim, Taejin Kim, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-08

• "New Framework of Design of Experiment (DOE) using Gradient Information for Robust Model Calibration"

  Hyejeong Son, Byeng D. Youn, and Taejin Kim Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2020 2020-11-25

• "Semi-Supervised Learning with Co-Training for Data-Driven Prognostics"

  Chao Hu, Byeng D. Youn, and Tae Jin Kim Conference : ASME 2011 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference 2011-08-28

• "Online Estimation of Lithium-Ion Battery State-of-Charge and Capacity with a Multiscale Filtering Technique"

  Chao Hu, Byeng D. Youn, Taejin Kim, and Jaesik Chung Conference : Annual Conference of the Prognostics and Health Management Society 2011 2011-09-25

• "A Hybrid Prognostic Algorithm for Online Prediction of Lithium-Ion Battery SOH and SOL"

  Chao Hu, Taejin Kim, Byung C. Jung, and Byeng D. Youn Conference : International Conference on Materials and Reliability 2011-11-20

• "Online State-of-Health Prediction of Lithium-Ion Battery with a Multiscale Filtering Technique"

  Byeng D.Youn, Chao Hu, Taejin Kim, and Jaesik Chung Conference : 53rd AIAA/ASME/ASCE/AHS/ASC Structures,Structural Dynamics, and Materials Conference 2012-04-23

• "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management"

  Taejin Kim, Byeng D. Youn, and Hyunjae Kim Conference : ASME 2013 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference 2013-08-06

• "Battery Pack Temperature Estimation Model for EVs and Its Semi-transient Case Study"

  Taejin Kim, Byeng D. Youn, and Hyunjae Kim Conference : 2013 Prognostics and System Health Management Conference 2013-09-08

• "Online-Applicable Temperature Prediction Model For EV Battery Pack Thermal Management"

  Taejin Kim, Byeng D. Youn and Hyunjae Kim Conference : 5th Asia Pacific Congress on Computational Mechanics & 4th International Symposium on Computational Mechanics 2013-12-11

• "Thermal Estimation of Battery Module/Pack with Kalman Filter and Surrogate Model"

  Taejin Kim, Byeng D. Youn, and Hyunjae Kim Conference : 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems 2014-05-28

• "A Degenerated Equivalent Circuit Model and Hybrid Prediction for State-of-health (SOH) of PEM Fuel Cell"

  Taejin Kim, Hyunjae Kim, Jong M. Ha, Keunsu Kim, Joung Taek Youn, Joonha Jung, and Byeng D. Youn Conference : 2014 IEEE International Conference on Prognostics and Health Management 2014-06-23

• "TDR-based Pipe Leakage Detection and Location using Bayesian Inference"

  Taejin Kim, Byeng D. Youn, and Sihyeng Woo Conference : 2015 IEEE International Conference on Prognostics and Health Management 2015-06-23

  LINK

• "Online Thermal State Estimation of High Power Lithium-ion Battery"

  Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn Conference : 2015 IEEE International Conference on Prognostics and Health Management 2015-06-23

  LINK

• "TDR-based Water Leak Detection System Using Transmission Line Modeling and Bayesian Inference"

  Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng. D. Youn Conference : 3rd International Conference on Mterials and Reliability 2015-11-24

  LINK

• "An Online-Applicable Model for Predicting Health Degradation of PEM Fuel Cells"

  Taejin Kim, Hyunseok Oh, Hyunjae Kim, Sunuwe Kim, Byeng D. Youn Conference : 3rd International Conference on Materials and Reliability 2015-11-25

  LINK

• "Multiple Leak Detection Method for Long Distance Pipeline Applying S-parameters Based TDR Signal Model and Bayesian Scheme"

  Sihyeong Woo, Taejin Kim, Hyunseok Oh, Junmin Lee, and Byeng D. Youn Conference : SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring 2016-03-22

• "Pipeline Leak Detection Using Time Domain Reflectometry"

  Sihyeong Woo, Taejin Kim, Hyunseok Oh, Byeng D. Youn Conference : 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering 2016-07-27

• "A Bayesian Framework of Stepwise Multiple-Leak Detection for Water Pipe Joints"

  Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng D. Youn Conference : 6th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering 2016-07-27

• "Stochastic Effective Independence Method for Optimal Sensor Placement under Parametric Uncertainty"

  Taejin Kim, Byeng D. Youn Conference : ASME 2016 International Design and Engineering Technical Conferences & Computers and Information in Engineering Conference 2016-08-24

  LINK

• "Stepwise Leak Detection for Water Pipe Joints Using a Bayesian Method"

  Taejin Kim, Hyunseok Oh, Sihyeong Woo, Junmin Lee, Byeng. D. Youn Conference : 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling 2016-08-25

  LINK

• "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property"

  Taejin Kim, Sunuwe Kim, and Byeng D. Youn Conference : 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling 2016-08-25

  LINK

• "Online Estimation of Heat Generation Rate Estimation for High Power Lithium-Ion Battery"

  Hyunjae Kim, Sunuwe Kim, Taejin Kim, Chao Hu, and Byeng D. Youn Conference : 7th Asia-Pacific International Symposium on Advanced and Maintenance Modelling 2016-08-25

  LINK

• "Robust Optimal Sensor Network Design for Estimating Structural Behavior under Uncertainty Material Property"

  Taejin Kim, Sunuwe Kim, Hyunseok Oh, Byeng D. Youn Conference : Asian Conference Experimental Mechanics 2016 2016-11-16

• "A Robust Thermal Sensor Network Design for In-Situ Temperature Estimation of Li-ion Battery Pack"

  Taejin Kim, Sunuwe Kim, Byeng D. Youn Conference : 12th World Congress of Structural and Multidisciplinary Optimization 2017-06-08

• "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method"

  Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2017 2017-07-12

• "Online Temperature Estimation of Li-ion Battery Pack Using Principal Component Analysis"

  Taejin Kim, Sunuwe Kim, Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2017 2017-07-14

• "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem"

  Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn Conference : American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018 2018-01-08

• "A Comparative Study of Optimization-based Model Calibration Metrics: From the Perspective of Statistical Correlations between Multivariate Responses"

  Wongon Kim, Heonjun Yoon, Guesuk Lee, Taejin Kim and Byeng D. Youn Conference : Asian Congress of Structural Multidisciplinary Optimization 2018 2018-05-22

Domestic Conference

• "고장주파수 대역 세분화 및 도메인 적응 기반 다양한 속도 조건에서의 베어링 고장 진단"

  박종민, 유진오, 김태형, 박종혁, 김민정, 하종문, 윤병동 Conference : 한국PHM학회 2024년도 정기학술대회 2024-06-26

• "배터리 부분 충전 곡선의 현재 충전 상태 불변 특성을 활용한 배터리 용량 추정"

  김봉모, 최현희, 김용채, 권경륜, 김태진, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2024년 춘계학술대회 2024-05-02

• "현상학적 모델링 접근방식을 통한 EV 배터리 모듈 시스템의 면압 불확실성 해석"

  최현희, Chen Jiang, 윤병동, 김태진 Conference : 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회 2023-05-19

• "리튬이온 배터리의 건전성 추정을 위한 증분용량 분석 데이터 피쳐 엔지니어링"

  김봉모, 최현희, 김태진, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2023년 춘계학술대회 2023-05-18

• "파우치형 배터리 모듈의 구조 신뢰성 분석을 위한 통계적 면압 예측 모델 개발"

  최현희, Chen Jiang, 김태진, 윤병동 Conference : 대한기계학회 2022년 학술대회 2022-11-09

• "구름 요소 베어링 고장 진단을 위한 다중 센서 기반 전자파간섭 노이즈 제거 기법"

  김수지, 김태진, 윤병동 Conference : 한국PHM학회 2022년도 정기학술대회 2022-07-01

• "스웰링을 고려한 파우치형 배터리 등가역모델 개발"

  최현희, 김태진, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 2022-05-20

• "모터 전류 신호를 활용한 포락스팩트럼 상의 전자파장애 노이즈 제거 기법"

  김수지, 김태진, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 2022-05-19

• "부분지도학습과 공동학습을 이용한 데이터 주도 상태 예측"

  후차오, 윤병동, 김태진 Conference : 대한기계학회 2011년도 신뢰성부문 춘계학술대회 2011-05-19

• "리튬 이온 전지의 온라인 SOH, SOL 예측을 위한 하이브리드 예지 알고리즘 적용"

  김태진, 윤병동, 후차오 Conference : 한국정밀공학회 2011년도 추계학술대회 2011-10-26

• "DTS 를 활용한 LNG 시설 내 극저온 배관계의 누설탐지 기술 개발"

  최승혁, 윤정택, 김현재, 김태진, 윤병동 Conference : 대한기계학회 2013년도 신뢰성부문 춘계학술대회 2013-03-27

• "전기 자동차 배터리 팩의 온도 관리를 위한 실시간 온도 예측 방법"

  김태진, 윤병동, 김현재, 이건구 Conference : 대한기계학회 2013년도 CAE 및 응용역학부문 춘계학술대회 2013-05-23

• "고전압 리튬이온 배터리의 동적 발열량 측정을 위한 열량계 개발"

  김현재, 김태진, 윤병동 Conference : 대한기계학회 2014년도 추계학술대회 2014-11-11

• "TDR 신호와 베이지안 추론을 이용한 파이프 누수 감지 시스템 개발"

  김태진, 우시형, 윤병동 Conference : 대한기계학회 2014년도 추계학술대회 2014-11-11

• "고출력 리튬 이온 배터리의 동적 발열량 측정을 위한 열량계 개발"

  김현재, 김태진, 김선의, 윤병동 Conference : 2014 제 1회 미래국방컨퍼런스 2014-11-25

• "모델 보정의 유일 해를 위한 시험 설계"

  손혜정, 김태진, 윤병동 Conference : 대한기계학회 2019년 학술대회 2019-11-15

• "확률적 효율독립방법을 이용한 불확실 파라미터 조건 하 최적 센서 설치 방법론의 개발"

  김태진, 오현석, 윤병동 Conference : 대한기계학회 2016년도 CAE 및 응용역학부문 춘계학술대회 2016-04-07

• "리튬 이온 배터리 팩의 실시간 온도 추정을 위한 센서 네트워크 디자인"

  김태진, 김선의, 윤병동 Conference : 대한기계학회 2016년도 학술대회 2016-12-14

• "측정 오류를 고려한 보 굽힘의 불확실성 모델링"

  이규석, 김태진, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회 2018-04-26

• "다변량 응답 간의 통계적 상관성을 고려한 최적화 기반 통계적 모델 보정"

  김원곤, 윤헌준, 이규석, 김태진, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회 2018-04-26

• "복잡한 공학 시스템 모델을 위한 모델 보정 기법 개선"

  손혜정, 이규석, 김원곤, 김태진, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회 2018-04-27

• "PHM 실험 디자인"

  김태진, 윤병동 Conference : 대한기계학회 2018년도 학술대회 2018-12-12

Awards

• 최현희, 윤병동, 김태진 ,"대한기계학회 CAE 및 응용역학부문 2022년도 춘계 학술대회 - 우수논문상" 2023-05-18

• 이규석, 김수호, 송주환, 김태진 ,"PHMAP 2017 Data Challenge Competition - Winner (2nd Place)" 2017-07-13

• 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