Jae Hyun Jung

Name: Jaehyun Jung

Department of Mechanical, Robotics and Energy Engineering

Dongguk University-Seoul

30, Pildong-ro 1-gil, Jung-gu, Seoul, Korea, 04620

E-mail: 2024120250@dgu.ac.kr

Biographical Information

• M.E. (2024-present), Mechanical Engineering, Dongguk University, Seoul, Korea

• B. S. (2017-2023), Major in Mechanical Engineering, Konyang University,  

Academic Experience

• August 2023-currently, Research Assistant, Dongguk University, Seoul, Korea

Research Interests  

• Artificial Intelligence (AI), Machine Learning , Deep Learning

• Prognostics, and Health Management (PHM)

• Finite Element Method(FEM), CAE

• Composite Material

Korean Patent

1. 김흥수, 천유빈, 정재현, 살만칼리드, “반도체 패키지의 설계 방법 및 장치,” 특허출원,2025/02/19, 출원번호 10-2025-0021240.

2. 김흥수, 무하마드무자밀아자드, 정재현, 손정우, “적층 복합체의 손상 분석을 수행하는 방법 및 장치,” 특허출원, 2025/03/29, 출원번호 10-2025-0040752,

PUBLICATIONS-INTERNATIONAL JOURNAL/ COMMUNICATED INTERNATIONAL JOURNALS

1.       Cheon Y., Jung J., Ki D., Salman K. and Kim H.S., “Optimization of MOSFET Copper Clip Dimensions for Thermal Management Using Kriging Surrogate Model and Genetic Algorithm”, Mathematics, Vol. 12, No. 18, September 22, 2024, 118537, pp. 1-21, https://doi.org/10.3390/math12182949.

2.   Tanveer M., Umar M.E., Jung J., Muzammil A., Salman K. and Kim H.S., “Recent Advancements in Guided Ultrasonic Waves for Structural Health Monitoring of Composite Structures,” Applied Sciences, Vol. 14, No. 23, November 28, 2024, 11091, pp. 1-24 (IF 2.4, JCR 34.4%, Q2)

3.    Muzammil A., Jung J., Umar M.E., Sohail M., Kumar P. and Kim H.S., “Failure modes and non-destructive testing techniques for fiber-reinforced polymer composites,” Journal of Materials Research and Technology, Vol 33, December 4, 2024, pp. 9519-9537 (IF 6.6, JCR 9.9%, Q1)

4.    Muzammil A., Olivier M., Jung J., Sohn J.W., Han J.W. and Kim H.S., “Damage Localization and Severity Assessment in Composite Structures Using Deep Learning based on Lamb Waves,” Sensors, Vol. 24, No. 24, December 17, 2024, 8057, pp. 1-17 (IF 3.5 JCR 33.8%, Q2)

5.    Jung J., Muzammil A. and Kim H.S., “Multi-feature Extraction and Explainable Machine Learning for Lamb Wave-based Damage Localization in Laminated Composites,” Mathematics, Vol. 13, No. 5, February 26, 2025, pp. 1-23 (IF 2.2 JCR 5.9%, Q1)

6.    Muzammil A., Jung J., Kim H.S., Olivier M., Sohn J.W. and Huang B., “An Integrated Multi-Task Transfer Learning for Damage Detection, Localization, and Severity Assessment of Laminated Composites,” Composite Structures, Vol. 371, November 1, 2025, 119478, pp. 1-12 (IF 7.4 JCR 4.4%, Q1)

7.    Muzammil A., Jung J., Kim H.S., Olivier M. and Sohn J.W., “Physics Guided Graph Convolutional Network for Damage Severity and Zone Identification in CFRP laminates,” Advanced Engineering Informatics, Vol. 68, Part B, November 1, 2025, 103701, pp. 1-12 (IF 9.9 JCR 2.0%, Q1)

Publications Korean Journal Papers

1.   무함마드우마르일라히, 정재현, 살만칼리드, 김흥수, “비선형 기하해석을 이용한 SMA 섬유 액츄에이터의 대변형에 대한 변형률 추정,” 한국전산구조공학회 논문집, Vol. 37, No. 4, 2024, pp. 259-265.

2.   천유빈, 정재현, 살만칼리드, 김흥수, 정재현, “수치해석 기법을 활용한 모스펫 Cu-Clip 패키지 설계 최적화,” 한국전산구조공학회 논문집

RESEARCH PAPER PRESENTED IN NATIONAL / INTERNATIONAL CONFERENCES

1. Cheon Y., Jung J., Song J., and Kim H. S., “XAI and Transfer Learning-based delamination detection of CFRP plate," 2024 KSME CAE Conference, Jeju, 2024/05/01 ~ 2024/05/03

2. Kim D., Muzammil M., Jung J., and Kim H. S., “CAE-based Metamodel for Stress Estimation and Design Optimization of Mechanical System ,” 2024 KSME CAE Conference, Jeju, 2024/05/01 ~ 2024/05/03

3. Muzammil M., Cheon Y., Jung J., and Kim H. S., “An interpretable deep learning approach for vibration based damage detection of laminated composites,” 2024 KSNVE Conference, Jeju, 2024/05/22 ~ 2024/05/25

4. Cheon Y., Muzammil M., Jung J., Song J., and Kim H. S., “Application of Explainable Artificial Intelligence and Transfer Learning for Delamination Detection in CFRP Composites," PHM Korea 2024, Seoul, 2024/06/24 ~ 2024/06/26

5. Umar M.E., Jung J., Salman K., Song J., and Kim H. S., “등가 단위 셀 모델을 이용한 형상 기억 합금 섬유의 작동 예측”, PHM Korea 2024, Seoul, 2024/06/24 ~ 2024/06/26

6. Jung J., Cheon Y., Muzammil M., and Kim H. S., “Damage severity assessment in laminated composites using ensemble learning”, KMSM2024 Symposium, Seoul, 2024/07/11 ~ 2024/07/12

7. Cheon Y., Salman K., Jung J., and Kim H. S., "Optimization of Copper Clip Bonding Using Taguchi Method for Enhanced Thermal Management of MOSFET Power Modules,” KMSM2024 Symposium, Seoul, 2024/07/11 ~ 2024/07/12

8. Muzammil M., Jung J., and Kim H. S., “램파를 이용한 적층 복합재의 딥러닝 기반 손상 정량화,” 2024 KSNVE Conference, Jeongseon, 2024/10/23~2024/10/26.

9. Jung J., Muzammil M., and Kim H. S., “Multi-feature Extraction based Damage Quantification of Composite Structures,” 2024 KSNVE Conference, Jeongseon, 2024/10/23~2024/10/26.

10. Muzammil M., Jung J., and Kim H. S., “Lamb waves-based damage zone and severity identification in laminated composites using deep learning,” 2024 KSME CAE Conference, Jeju, 2024/11/6~2024/11/9.

11. Jung J., Muzammil M., ​Cheon Y., and Kim H. S., “복합재 적층판의 램파 기반 손상 위치 추적 및 심각도 평가,” 2024 KSME CAE Conference, Jeju, 2024/11/6~2024/11/9.

12. Muzammil M., Jung J., and Kim H. S., “Damage Identification and Quantification in Mobility Composite Structures using Deep Transfer Learning,” 2024년 한국복합재료학회 추계학술대회, Busan, 2024/11/14~11/15.

13. Muzammil M., Jung J., and Kim H. S., “그래프 합성곱 네트워크를 사용한 적층 복합재의 손상 심각도 및 영역 식별,” 2024 COSEIK Academic Symposium, Jeonju, 2024/11/21~2024/11/22.

14. Jung J., Muzammil M., and Kim H. S., “Machine Learning based Damage Localization and Severity Estimation in Laminated Composites,” 2024 COSEIK Academic Symposium, Jeonju, 2024/11/21~2024/11/22.

15. Jung J., Muzammil M., and Kim H. S., “Machine Learning-Based Damage Localization in Laminated Composites with Feature   Selection,” 2025 COSEIK Annual Conference, Busan, 2025/4/2~2025/4/4.

16. Muzammil M., Jung J., Kim H. S., and Sohn J. W, “적층 복합재의 손상 정량화를 위한 딥러닝 기반 방법,” 2025 KSME CAE Conference,   Jeju, 2025/4/16~2025/4/19.

17. Jung J., Muzammil M., Kim H. S., and Sohn J. W, “Lamb Wave-Based Damage Localization in Laminated Composites: An Explainable Machine Learning Approach with Multi-Feature Extraction,” 2025 KSME CAE Conference, Jeju, 2025/4/16~2025/4/19.

18. Jung J., Muzammil M., and Kim H. S., “딥러닝 및 다중 특징 추출을 활용한 적층 복합재의 램파 기반 손상 위치 추정,” 2025 한국소음진동공학회 춘계학술대회, Jeju, 2025/5/21~24.

19. Jung J., Muzammil M., and Kim H. S., “딥러닝 기반 데이터 증강 기법을 활용한 적층 복합재 손상 위치 추정 및 분류,” PHM KOREA 2025, Jeju, 2025/06/23~25.

1. Muzammil M.A., Jung J., Munyaneza O., Sohn J.W. and Kim H. S., “Interpretable vision transformer for damage detection of laminated composites,” 7th International Conference on Materials and Reliability (ICMR-2024), Busan, December 3-6, 2024.

2. Muzammil M.A., Jung J. and Kim H. S., “Application of Orthogonal Multi-sensor Network for Deep Learning-based Damage Localization in Composite Laminates,” 2025 SPIE Smart Structures/NDE Conference, Vancouver, B.C., Canada, Mar 17-20, 2025.

3. Muzammil M.A., Jung J. and Kim H. S., “A vibration-based noise-resistant approach for delamination detection in composite structures,” 31st International Congress on Sound and Vibration (ICSV31), Incheon, Korea, July 6-11, 2025.

Award

1.Jung J., Best Paper Award: Best Paper Award in Autonomous Intelligent Machines & Systems, 2024 Winter Conference  of BK21FOUR, " Multi-feature Extraction and Explainable Machine Learning for Lamb Wave-based Damage Localization in Laminated Composites", Seoul, Korea, Feb 14, 2025

2.Jung J., Outstanding Student Presentation Award, KSNVE 2025, “Multi-feature Extraction based Damage Quantification of Composite Structures”, Jeongseon, May 25, 2024

3.Jung J., Best Presentation Award: Best Presentation Award, PHM 2025, “Damage Localization and Classification in Laminated Composites via Deep Learning with Augmented Data”, Jeju, June 25, 2025.