Publications

International Journal

• Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery

  Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn* Reliability Engineering & System Safety , 2022-02 , SCIE (IF: 9.4, Rank: 3.3%) , Vol. 218, pp. 108186, 2022

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• A Domain Adaptation with Semantic Clustering (DASC) Method for Fault Diagnosis of Rotating Machinery

  Myungyon Kim, Jin Uk Ko, Jinwook Lee, Byeng D. Youn*, Joon Ha Jung, and Kyung Ho Sun ISA Transactions , 2022-01 , SCIE (IF: 6.3, Rank: 4.2%) , Vol. 120, pp. 372-382, 2022

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• Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis

  Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn*, and Kyung Ho Sun Computers in Industry , 2021-12 , SCIE (IF: 8.2, Rank: 6.2%) , Vol. 133, pp. 103546, 2021

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• A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth

  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 International Journal of Prognostics and Health Management , 2020-12 , SCIE (IF: 0.0, Rank: 0.0%) , Vol. 11, No. 5, pp. 1-12, 2020

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• Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis

  Byung Chul Jeon¹, Joon Ha Jung¹, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn* Journal of Mechanical Science and Technology , 2020-04 , SCIE (IF: 1.5, Rank: 63.1%) , Vol. 34, pp. 1467-1474, 2020

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International Conference

• "Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery"

  Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn Conference : ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2023-08-23

• "A Hybrid Approach of Data-driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth"

  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 Conference : Annual Conference of the Prognostics and Health Management Society 2019 2019-09-25

• "Deep Learning Based Domain Adaptation Techniques for Fault Diagnosis of Different Mechanical Systems"

  Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, and Kyung Ho Sun Conference : ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2019-08-21

Domestic Conference

• "합성곱 신경망 기반 전이학습을 통한 회전기계 진단 기술 개발"

  김명연, 고진욱, 공현배, 이진욱, 윤병동, 정준하, 선경호 Conference : 대한기계학회 2019년 학술대회 2019-11-15

• "Multi-task Learning을 활용한 저널베어링 로터시스템의 딥러닝 기반 고장 진단 기법 개발"

  고진욱, 정준하, 김명연, 윤병동, 선경호 Conference : 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회 2018-04-26

• "학습 효율 및 강건성 향상을 위한 전이학습 기반 로터시스템 건전성 진단 기법 개발"

  김명연, 정준하, 고진욱, 공현배, 윤병동, 선경호 Conference : 대한기계학회 2018년도 학술대회 2018-12-14

Awards

• 공현배, 조수호, 정준하, 하종문, 신용창, 윤헌준, 선경호, 서윤호, 전병철 ,"2019 PHM Society Data Challenge Competition - Winner (2nd Place)" 2019-09-25