Publications
Publications
M Manufacturing Data Science
X eXaplainable AI
J Journal publications
C Conference publications
C Conference presentations
B Books (or Book Chapters)
M X J Causal Inference of Policy Learning for Manufacturing Process Parameters
Bo-Ru Chen, Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee*
Under Review in INFORMS Journal on Data Science
M J Defect Classifier Transfer Learning from Semiconductor Wafer to TFT-LCD Panel via Contrastive Open-World Semi-Supervised Learning
Chia-Yen Lee*, I-Kai Lai, Hsuan-Wen Lu, Yu-Hsin Hung(洪佑鑫)
Under Review in IEEE Transactions on Industrial Informatics
M X J Correcting Model Misspecification by Domain-Adaptive Physics-Informed Neural Networks with Interpretable Auto-Differentiation-Based Correction
Rui-Qian Hong, Yu-Hsin Hung(洪佑鑫), Chia-Yen Lee*
Working Paper
X J Uncertainty-Guided Counterfactual Learning for Model Repair
Yu-Hsin Hung(洪佑鑫)*, and Chia-Yen Lee* (本人為第一作者)
Working Paper
M J Unpaired Image Denoising and Fusion with Adaptive Multi-Branch Task UNet for Semiconductor Packaging Defect Recognition
Tsung-Ta Hsieh, Chia-Yen Lee*, Yu-Hsin Hung(洪佑鑫), Po-Cheng Shen, and Taho Yang
Accepted in IEEE Transactions on Automation Science and Engineering (2025)
M J Robust Ensemble Forecasting and Deep Reinforcement Learning for Energy Management on Islanded Microgrids
Yun-Chia Hsu, Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee*
International Journal of Electrical Power and Energy Systems, 173, 111405 (2025)
[PDF]
M J Deep Reinforcement Learning-based Preventive Maintenance for Repairable Machines with Deterioration in a Flow Line System
Yu-Hsin Hung(洪佑鑫), Hong-Ying Shen, and Chia-Yen Lee* (本人為第一作者)
Annals of Operations Research, 1-21 (2024)
[PDF]
M J Multi-Objective Genetic Algorithm Embedded with Reinforcement Learning for Petrochemical Melt-Flow-Index Production Scheduling
Chia-Yen Lee*, Chieh-Ying Ho, Yu-Hsin Hung(洪佑鑫), and Yu-Wen Deng
Applied Soft Computing, 159, 111630 (2024)
[PDF]
X J BMB-LIME: LIME with Modeling Local Nonlinearity and Uncertainty in Explainability
Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee* (本人為第一作者)
Knowledge-Based Systems, 294, 111732 (2024)
[PDF]
M J Constrained particle swarm optimization for health maintenance in three-mass resonant servo control system with LuGre friction mode
Yu-Hsin Hung(洪佑鑫), Chia-Yen Lee *, Ching-Hsiung Tsai, and Yen-Ming Lu
Annals of Operations Research, 311, 131-150 (2022)
[PDF]
M J In-line predictive monitoring framework
Chia-Yen Lee*, Chao-Shian Wu, and Yu-Hsin Hung(洪佑鑫)
IEEE Transactions on Automation Science and Engineering, 18 (4), 1669-1678 (2020)
[PDF]
M X C Correcting Model Misspecification by Domain-Adaptive Physics-Informed Neural Networks with Interpretable Auto-Differentiation-Based Correction
Rui-Qian Hong, Yu-Hsin Hung(洪佑鑫), I-Li Chen, Chia-Yen Lee
2025 Chinese Institute of Industrial Engineers Annual Conference (CIIE), National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan (2025) (Best Paper Award)
M X C Interpretable Domain-Adaptive Physics-Informed Neural Network for Correcting Model Misspecifications
Rui-Qian Hong, Yu-Hsin Hung(洪佑鑫), Chia-Yen Lee
2025 IEEE 21th International Conference on Automation Science and Engineering (CASE), Los Angeles, USA, August 17-21 (2025)
X C KDLIME: KNN-Kernel Density-Based Perturbation for Local Interpretability
Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee
Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2024): XKDD 2024, Vilnius, Lithuania, September 9-13 (2024)
X C Modeling Local Nonlinearity and Uncertainty in Explainable Artificial Intelligence.
Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee
2023 Chinese Institute of Industrial Engineers Annual Conference (CIIE), Feng Chia University, Taiwan (2023)
M C Deep Reinforcement Learning Preventive Maintenance of Deteriorated Machine in a Flow Line
Hong-Ying Shen, Yu-Hsin Hung(洪佑鑫), and Chia-Yen Lee
2022 Chinese Institute of Industrial Engineers Annual Conference (CIIE), National Quemoy University, Kinmen, Taiwan (2022) (Best Paper Award)
M C Metaheuristic and Reinforcement Learning for Scheduling Optimization in the Petrochemical Industry
Chia-Yen Lee, Chieh-Ying Ho, Yu-Hsin Hung(洪佑鑫), and Yu-Wen Deng
2022 IEEE 18th International Conference on Automation Science and Engineering (CASE), Virtual Conference, August 22-24 (2022)
M C Parameter Estimation and Process Control for Health Management in Mechanical System
Yu-Hsin Hung(洪佑鑫), Chia-Yen Lee, Ching-Hsiung Tsai, and Yen-Ming Lu
2020 IEEE 16th International Conference on Automation Science and Engineering (CASE), Virtual Conference, August 20-21 (2020)
M B 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)
Chia-Yen Lee, and Yu-Hsin Hung(洪佑鑫)
前程文化 (in Chinese) (2022)
[前程文化]
M B Hybrid data science and reinforcement learning in data envelopment analysis
In: Zhu, J. and Charles V. (eds), Data-Enabled Analytics: DEA for Big Data
Chia-Yen Lee, Yu-Hsin Hung(洪佑鑫), and Yen-Wen Chen
International Series in Operations Research & Management Science, vol 312, Springer (2021)
[PDF]