Jump to the main content block

Chia-Yu Hsu


Chia-Yu Hsu (許嘉裕)











Ph.D. in Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Taiwan

M.S. in Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Taiwan

B.S. in Department of Statistics, National Cheng Kung University, Taiwan


Machine Learning, Manufacturing Data Science, Calculus


Data Science, Machine Learning, Deep Learning, Fault Detection And Classification, Anomaly Detection, Prognostic and Health Management, Defect Inspection, Yield Enhancement, Advanced Process Control, Parameter Optimization

Professional Experience:


  • Professor/ Associate Professor, Department of Industrial Engineering and Management, National Taipei University of Technology
  • Deputy Secretary-General, Chinese Institute of Industrial Engineers, (CIIE).
  • Deputy Secretary-General, Operations Research Society of Taiwan, (ORSTW).
  • Solution Architect, NVIDIA Corporation, USA
  • Associate Professor/ Assistant Professor, Department of Information Management, Yuan Ze University.
  • Postdoctoral Fellow, Department of Industrial Engineering and Engineering Management, National Tsing Hua University
  • Engineer, Manufacturing Technology Center, Taiwan Semiconductor Manufacturing Company
Research Projects (MOST):


  • Research on Transfer Learning and Small Data Learning for Smart Manufacturing
  • Deep Learning and Empirical Study for Defect Classification, Anomaly Detection and Predictive Maintenance
  • Cyber-Physical Intelligent Diagnosis, Augmented Reality, and
  • Predictive Maintenance System
  • Deep Learning for Smart Manufacturing
  • Consortium for High-tech Industry Big Data Analytics, Intelligent Manufacturing, and Digital Decision Technologies
  • Constructing Equipment Time-series Data Analytics and Modeling for Enhancing Equipment Intelligence
  • Big Data Analytics and Manufacturing Intelligence: Model Constructions and Applications
  • End-to-End solution and service system development for Smart Manufacturing and Innovation Business Development
Research Projects (Industry-Academy Cooperation):


  • Deep Learning for Defect Inspection with Small Data
  • Overlay Prediction and Compensation in Lithography Process
  • Virtual Metrology and Compensation Optimization in Physical Vapor Deposition Process
  • System Development for Overlay Error Sampling Strategy and Variation Compensation
  • Optimization of Overlay Error Compensation
  • Deep Learning for AOI Defect Detection
  • Deep Learning for Fault Detection and Equipment Health Management
  • Anomaly Detection of Wave Pattern in Oscilloscope
  • Parameter Optimization for Circuit Probe Testing
  • Artificial Intelligence for AOI defect Classification in Printed Circuit Board Manufacturing
  • Convolution Neural Network for Defect Classification
  • Development of Artificial Intelligence Methodology.Digital Analysis and Prediction for Smart Production in PCB Industry
  • Intelligent Manufacturing and Big Data Analytics for Yield Enhancement in Optical Film Process
  • Manufacturing intelligence and Big Data Analytics for Improving Yield of Sound Device
  • FDC Data Mining for Prediction Model and Tool Performance Monitoring
  • Method for Intelligent Similarity Matching of Wafer Bin Map
  • Develop IC Engineering Data Analysis System to Improve Virtual Vertical Integration Model of Supply Chain in Semiconductor
  • Manufacturing Intelligence and Data Mining for Yield Enhancement in Semiconductor Manufacturing
  • Research on Optimizing Information Value of Production Decision for Semiconductor Manufacturing
  • Research on Studies for Determining Machine Subgroups to Enhance Yield in Semiconductor Manufacturing
  • Advanced Process Control for Critical Dimension and Overlay Error Compensation
Honors & Awards:


  • Outstanding Young Alumni Award, National Cheng Kung University (NCKU)
  • Dr. Schetman Young Outstanding Researcher Award, National Taipei University of Technology (NTUT)
  • Dr. Ta-You Wu Memorial Award, Ministry of Science and Technology (MOST)
  • Mr. Feng-Zhang Lu Memorial Medal, Chinese Management Association (CMA)
  • Outstanding Research Award, College of Management, National Taipei University of Technology
  • Young Outstanding Researcher Award, Chinese Institute of Industrial Engineers (CIIE)
  • Young Outstanding Researcher Award, Computer Society of the Republic of China (CSROC)
  • Young Outstanding Researcher Award, Yuan Ze University
  • Sayling Wen's Award for Young Outstanding Researcher, Service Science Society of Taiwan

Research Outcomes:

30 SCI Journal papers (ex. Applied Soft Computing, Advanced Engineering and Informatics, Computers and Industrial Engineering, Engineering Applications of Artificial Intelligence, Flexible Services and Manufacturing Journal, IEEE Transactions on Automation Science and Engineering, IEEE Transactions on Semiconductor Manufacturing, International Journal of Production Research, Journal of Intelligent Manufacturing, ), 10 Invention Patents, 5 Technology Transfer


Artificial Intelligence and Decision Analysis Laboratory (AIDA Lab)

2022/08/02 update