Yu-Hsin Hung
Job title Assistant Professor
Name Yu-Hsin Hung
Office Tel No. 03-5712121 # 56806
Address Institute of Statistics, National Yang Ming Chiao Tung University, 1001 University Road, Hsinchu, Taiwan 30010, ROC
Email
Personal Website https://yuhsinhung.stat.nycu.edu.tw/
Teaching Field Manufacturing Data Science
Research expertise Manufacturing Data Science
Explainable AI
Statistical Machine Learning and Optimization
Year Paper Title
2025 Tsung-Ta Hsieh, Chia-Yen Lee*, Yu-Hsin Hung(洪佑鑫),  Po-Cheng Shen, and Taho Yang, Unpaired Image Denoising and Fusion with Adaptive Multi-Branch Task UNet for Semiconductor Packaging Defect Recognition, Accepted in IEEE Transactions on Automation Science and Engineering, 2025
2025 Yun-Chia Hsu, Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee*, Robust Ensemble Forecasting and Deep Reinforcement Learning for Energy Management on Islanded Microgrids, International Journal of Electrical Power and Energy Systems, 173, 111405, 2025
2024 Yu-Hsin Hung(洪佑鑫), Hong-Ying Shen, and Chia-Yen Lee*  (本人為第一作者), Deep Reinforcement Learning-based Preventive Maintenance for Repairable Machines with Deterioration in a Flow Line System, Annals of Operations Research, 1-21, 2024
2024 Chia-Yen Lee*, Chieh-Ying Ho, Yu-Hsin Hung(洪佑鑫), and Yu-Wen Deng, Multi-Objective Genetic Algorithm Embedded with Reinforcement Learning for Petrochemical Melt-Flow-Index Production Scheduling, Applied Soft Computing, 159, 111630, 2024
2024 Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee*  (本人為第一作者), BMB-LIME: LIME with Modeling Local Nonlinearity and Uncertainty in Explainability, Knowledge-Based Systems, 294, 111732, 2024
2022 Yu-Hsin Hung(洪佑鑫), Chia-Yen Lee *, Ching-Hsiung Tsai, and Yen-Ming Lu, Constrained particle swarm optimization for health maintenance in three-mass resonant servo control system with LuGre friction mode, Annals of Operations Research, 311, 131-150, 2022
2020 Chia-Yen Lee*, Chao-Shian Wu, and Yu-Hsin Hung(洪佑鑫), In-line predictive monitoring framework, IEEE Transactions on Automation Science and Engineering, 18 (4), 1669-1678 , 2020
Year Paper Title
2025 Rui-Qian Hong, Yu-Hsin Hung(洪佑鑫), I-Li Chen, Chia-Yen Lee, Correcting Model Misspecification by Domain-Adaptive Physics-Informed Neural Networks with Interpretable Auto-Differentiation-Based Correction, 2025 Chinese Institute of Industrial Engineers Annual Conference (CIIE), 2025, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan (Best Paper Award)
2025 Rui-Qian Hong, Yu-Hsin Hung(洪佑鑫), Chia-Yen Lee, Interpretable Domain-Adaptive Physics-Informed Neural Network for Correcting Model Misspecifications, 2025 IEEE 21th International Conference on Automation Science and Engineering (CASE), 2025, Los Angeles, USA, August 17-21
2024 Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee, KDLIME: KNN-Kernel Density-Based Perturbation for Local Interpretability, Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2024): XKDD 2024, 2024, Vilnius, Lithuania, September 9-13
2023 Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee, Modeling Local Nonlinearity and Uncertainty in Explainable Artificial Intelligence., 2023 Chinese Institute of Industrial Engineers Annual Conference (CIIE), 2023, Feng Chia University, Taiwan
2022 Hong-Ying Shen, Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee, Deep Reinforcement Learning Preventive Maintenance of Deteriorated Machine in a Flow Line, 2022 Chinese Institute of Industrial Engineers Annual Conference (CIIE), 2022, National Quemoy University, Kinmen, Taiwan (Best Paper Award)
2022 Chia-Yen Lee, Chieh-Ying Ho, Yu-Hsin Hung(洪佑鑫), and Yu-Wen Deng, Metaheuristic and Reinforcement Learning for Scheduling Optimization in the Petrochemical Industry, 2022 IEEE 18th International Conference on Automation Science and Engineering (CASE), Virtual Conference, 2022
2020 Yu-Hsin Hung(洪佑鑫), Chia-Yen Lee, Ching-Hsiung Tsai, and Yen-Ming Lu, Parameter Estimation and Process Control for Health Management in Mechanical System, 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE), Virtual Conference, 2020
Year Book Title
2022 Manufacturing Data Science: Toward Intelligent Manufacturing and Digital Decision (製造數據科學：邁向智慧製造與數位決策), 前程文化, 2022
2021 Data-Enabled Analytics: DEA for Big Data, Hybrid data science and reinforcement learning in data envelopment analysis, vol 312, Springer, 2021
School Name Department Degree Duration
National Taiwan University Information Management Ph. D. 2021.09 ~ 2025.06
National Cheng Kung University Manufacturing Information and System M.S. 2019.09 ~ 2021.06
National Cheng Kung University Statistics B.S. 2017.09 ~ 2019.06
Organization Title Department Job Title Duration
National Yang Ming Chiao Tung University Institute of Statistics Assistant Professor 2026.02 ~ Up to today