Jin-Gyun Kim

INFORMATION

[Affiliation] Department of Mechanical Engineering, Kyung Hee University

[Address] 1732 Deogyeong-daero, Giheung-gu, Yongin-si, Gyeonggi-do, 17104, Republic of Korea

[email] jingyun.kim@gmail.com, jingyun.kim@khu.ac.kr  

[Tel, Office] +82-(0)31-201-3692

[Lab] https://www.maslab-khu.com/

[Google scholar] https://scholar.google.co.kr/citations?user=K_Hr2xsAAAAJ&hl=ko

[ResearchGate] https://www.researchgate.net/profile/Jin_Gyun_Kim

[ORCiD] 0000-0002-2146-7609 

[SCOPUS] 57210123564

[Researcher ID] O-5980-2019

[Nationality] South Korea

RESEARCH TOPICS

Numerical methods and modeling techniques for engineering dynamics:

Finite element analysis, flexible multibody dynamics, component mode synthesis, dynamic substructuring, linear and nonlinear reduced-order modeling

Multiphysics based integrated modeling relevant to engineering dynamics:

Fluid-structure interaction, integrated dynamic system modeling, thermo-mechanical vibration, multiphysics model reduction

Data driven modeling and simulation:

Uncertainty quantification, deep learning based real-time modeling and simulation, finite element mode updating, system identification, stochastic finite element method, virtual sensing, Inverse problem

EDUCATION

2010/03 - 2014/05  KAIST, Ph.D. School of Mechanical, Aerospace and Systems Engineering, Division of Ocean Systems Engineering  

2008/03 - 2010/02  Korea University, M.S. Department of Civil and Environmental Engineering 

2004/03 - 2008/02  Korea University, B.S. Department of Civil and Environmental Engineering                               

EXPERIENCE          

2022/03 - present      Department of Mechanical Engineering, Kyung Hee University, Associate professor

2025/01 - 2025/02    University of Auckland (Host: Prof. Guglielmo Aglietti), Newzeland, Visiting professor

2018/03 - 2022/02    Department of Mechanical Engineering, Kyung Hee University, Assistant professor

2014/06 - 2018/02   Korea Institute of Machinery and Materials, The Mechanical Systems Safety Research Division, Senior researcher 

01/2017 - 07/2017   Delft University of Technology (EU Partner: Prof. Angelo Simone), Netherlands, Visiting researcher

HONORS AND AWARDS (SELECTED)  

2025     Editorial Contribution Award, Springer Nature

2021     우수논문상, 한국소음진동공학회

2020       동역학 및 제어 젊은연구자상, 대한기계학회 

2016       Annual Scientific Award, Korea Institute of Machinery and Materials

2015       Doctoral Dissertation Award, Korea Advanced Institute of Science and Technology

PUBLICATIONS (SELECTED)

# Underline: corresponding authors, bold: current (or previous) lab member

S Oh, HM Lee, JK Lee, H Yoon, JG Kim, Real-time transient response estimation of structural vibration with inverse force identification, Structural Control and Health Monitoring, 2023.

C Ahn, CH Park, DI Park, JG Kim, Optimal hybrid parameter selection for stable sequential solution of inverse heat conduction problem, International Journal of Heat and Mass Transfer, 183 (2022), 122076.

S Han, HS Choi, J Choi, JH Choi, JG Kim, A DNN-based Data-driven Modeling employing Coarse Sample Data for Real-time Flexible Multibody Dynamics Simulation, Computer Methods in Applied Mechanics and Engineering, Volume 373, 1 January 2021, 113480 . 

HS Choi, J An, S Han, JG Kim, JY Jung, J Choi, G Orzechowski, A Mikkola, JH Choi, Data-driven simulation for general purpose multibody dynamics using deep neural networks, Multibody System Dynamics, 51(4), 419-454, 2021.  

SM Kim, JG Kim, SW Chae, KC Park, A strongly coupled model reduction of vibro-acoustic interaction, Computer Methods in Applied Mechanics and Engineering, 347, 495-516, 15 April 2019. 

JG Kim, PS Lee. An enhanced Craig-Bampton method, International Journal for Numerical Methods in Engineering, 103, 79-93, 2015. 

ACTIVITIES (SELECTED) 

Organizing Conferences & Symposiums

• Co-organizer of a mini-symposium with Jinlong Wu (University of Wisconsin-Madison, USA) and Andreas Zwolfer (Technical University of Munich, Germany) “Data-driven & Machine learning based applications”, The Seventh International Conference on Multibody System Dynamics (IMSD 2024), Wisconsin-Madison, US, 2024.

• General Secretary, The 11th Asian Conference on Multibody Dynamics (ACMD 2024), Suwon, Korea.

• Co-organizer of a mini-symposium with Prof. K.C. Park (UC Boulder, US), J Gonzalez (Univ. of Sevilla, Spain) and Radek Kolman (CAS, Czech) “Advanced Numerical Methods in Dynamics, Computational Interface Mechanics and Coupled Problems”, COMPDYN2023, Athens, Greece, 2023. 

• Co-organizer (with KC Park, CA Felippa, R Ohayon, H Matthies, J Gonzalez, R Kolman) of a mini-symposium “Computational interface mechanics in coupled problems”, WCCM XV - APCOM VIII, Yokohama, Japan, July 31-August 5, 2022

• A scientific Committee member, The 19th Asia-Pacific Vibration Conference (APVC2021), 14-17 October, Qingdao, China, 2021.

• Co-organizer (with Prof. K.C. Park, UC Boulder and Prof. R Ohayon, Le CNAM) of a mini-symposium “Advances in model reduction techniques of computational and structural dynamics”, COMPDYN2021, Athens, Greece, 2021.  

• Co-organizer of a mini-symposium with R Ohayon, KC Park, “Advances in model reduction techniques in computational structural dynamics”, COMPDYN2019, Crete, Greece, 2019.

• Co-organizer of a mini-symposium with R Ohayon, KC Park, “Recent advances of model reduction techniques in structural dynamics”, COMPDYN2017, Rhodes, Greece, 2017.

• Organizer of the mini-symposium “Advances in model reduction method”, 2015 World Congress on Advances in Structural Engineering and Mechanics (ASEM2015), 2015.

Professional Associations

• Committee member, ISO/TC 43/SC 1/WG 57, 2024-present.

• 전문위원, 환경표준심의회의 생활소음 전문위원회, 국립환경과학원, 2024.01-2024.12

• 기술자문위원, DN솔루션즈, 2023.10-present

• Member, Korean Soceity for Precision Engineerig (한국정밀공학회), 2024.01 – present (공작기계부문 이사)

• Member, Korean Auto-vehicle Safety Association (KASA), 2023-present (이사).

• Member, Korean Society of Automotive Engineers (KSAE), 2022-present.

• Member, Korean Society of Noise and Vibration Engineering (KSNVE), 2014-present (학술이사).

• Member, Korean Society of Mechanical Engineers (KSME), 2015-present (동역학 및 제어, 신뢰성, CAE응용역학부문 이사).

Journal editor

• Editorial board, Multibody System Dynamics, 2025-present.

• Editor, International Journal of Automotive Technology, 2023-present.

• Associate Editor, Journal of Mechanical Science ans Technology, 2023-present.

• Editor, JMST Advances, 2024-present.

Journal Referee

Computer Methods in Applied Mechanics and Engineering, SIAM Journal on Numerical Analysis, International Journal for Numerical Methods in Engineering, Journal of Sound and Vibration, International Journal of Mechanical Sciences, International Journal of Heat and Mass Transfer, AIAA Journal, Multibody System Dynamics, Composites Part B, Advances in Engineering Software, MDPI (Mathematics, Sensors, Applied Sciences, Energies, Materials, Machines, etc), Friction, Structural Engineering and Mechanics, Journal of Mechanical Science and Technology, Nuclear Engineering and Technology, International Journal of Production Research, Journal of Aerospace Engineering, Acoustic Australia, Transactions of the Korean Society for Noise and Vibration Engineering, Transactions of the KSME A, Journal of the computational structural engineering institute of Korea, International Journal of Aeronautical and Space Sciences, International Journal of Automotive and Mechanical Engineering, International Journal of Automotive Technology, The Journal of Korea Robotics Society, Forschung im Ingenieurwesen, ASME (Journal of Applied Mechanics, Computational and Nonlinear Dynamics, etc), Computers and Structures, Finite Elements in Analysis and Design, Engineering Structures, Nonlinear Dynamics, Mechanical Systems and Signal Processing , Mechanism and Machine Theory, Journal of Vibration Engineering & Technologies , Computer Modeling in Engineering & Sciences, Advances in Structural Engineering , IEEE Transactions on Industrial Electronics, Measurement

INVITED TALKS AND LECTURES (SELECTED)

• Real-time virtual sensor with physics-driven digital twin: theory and application, Department of Mechanical Engineering, Seoul National University, April 9, 2025.

• Real-time virtual sensor with physics driven digital twin: theory and application, Department of Mechanical Engineering, the University of Tokyo (Host: Toru Kizaki), February 12, 2025.

• Real-time virtual sensor with physics driven digital twin: vibration to multibody dynamics, Space Institute, the University of Auckland, January 1, 2025.

• 해석 효율화 위한 차수축소모델링 및 버추얼 센싱 기법 (기술자문), 현대자동차 버추얼이노베이션리서치랩, 2024.04-2024.09.

• 디지털 트윈을 활용한 실시간 가상센싱 기술 소개, 한국기계연구원 가상공학연구센터 세미나, March 11, 2024.

• 다물체 동역학 분야 머신러닝 기술 활용 동향: 실시간 모델 to SINDy, 대한기계학회 본부학술대회 기계인공지능연구회 특별세션, Nov 1, 2023.

• 디지털 트윈 기반 가상센싱 기술 소개 및 공작기계 분야 응용 방안, 2023 전문가 참여 기술 전략 워크샵, DN 솔루션즈, Oct 25, 2023.

• Real-time virtual sensor with physics driven digital twin: vibration and heat transfer, 현대자동차 R&D 포럼, 현대자동차,  Sep 7, 2023.

• Real-time virtual sensor with physics driven digital twin: vibration to multiphysics, Korean Society for Computational Mechanics, KSCM 2023, Gangneung, Korea. 

• 실시간 유연다물체동역학 리뷰: 축소모델링 to 머신러닝, 한국소음진동공학회 춘계학술대회 초청발표 (다물체동역학 특별세션), May 25, 삼척, Korea.

• Level 5 디지털 트윈 기술 소개 및 발전분야 활용방안 소개, 두산에너빌리티 연구소, March 8, 2023. 

• 디지털 트윈 기반 실시간 가상센싱 기술 소개, 현대모비스 연구소, Sep 30, 2022.

• Toward Level-5 Digital Twin: 스스로 노화/진화하는 디지털 트윈 과연 가능할까?, 2022 한국 슈퍼컴퓨팅 컨퍼런스, Sep 29, 2022.

• CAE분야 디지털트윈 기술의 현재와 미래, 한국전자통신연구원 지능형시스템연구실, Aug 25, 2022. 

• Digital twin: model driven vs. data driven, AiFrenz online seminar, Feb 9, 2022.

• Substructure synthesis for Aerospace Structures: Parts 1-3, Department of Aerospace Engineering, KAIST, December 6, 8 and 20, 2021.

• 디지털 트윈 기반 실시간 가상센싱 기술: 진동 to 멀티피직스, 대한기계학회 추계학술대회 전문가리뷰 (신뢰성 부문), Nov. 3-5, 2021, 광주, 김대중컨벤션센터, Korea. 

• Model driven digital twin of vibro-acoustic system, Tutorial session, Asia Pacific Conference of the prognostics and health management Society 2021, Sep 8-11, 2021, Jeju, Ramada Plaza Jeju Hotel, Republic of Korea.

• 다물체동역학의 실시간 응답 추정을 위한 DNN 기반 메타모델링, 대한기계학회 인공지능머신연구회 인공지능 여름학교, Aug 18-24, 2021. 

• 모델 차수 축소 이론 및 활용, 대한기계학회 CAE 및 응용역학부문 2019 기술강습회, 한양대학교, Aug 23, 2019

• An ECCOMAS Advanced Course on Computational Structural Dynamics, Prague, Czech Republic, June 2018.

• Transient analysis of structural systems by an enhanced component mode synthesis, Proceedings of 6th International Conference on Computational Methods in Structural Dynamics and Earthquake Engineering (COMPDYN 2017), Greece, June, 2017

• Next generation of Reduced-order modeling for structural dynamic system, Aerospace engineering, TU Delft, Netherlands, March 2017.  

• Recent advanced reduced-order modeling and dynamic substructuring, Department of Management and Engineering DTG Università degli Studi di Padova, Italy, 2017. 3. 3.