Welcome to the Knowledge, Sensing and Analytics Lab! We are dedicated to solving engineering domain specific challenges by integrating process and sensor data via data analytics and machine learning, and generate actionable knowledge/decision-making. Our research focuses on:
· Data Analytics/Machine Learning for Advanced Manufacturing Processes Modeling, Monitoring, and Control: analysis of heterogeneous data such as functional, graph, and point cloud data, with applications in semiconductor manufacturing, additive manufacturing, flexible electronics, etc.
· Data Fusion Modeling and Design Optimization for Health and Energy Systems: integrating process data, domain knowledge, physical models, etc. for system modeling, forecasting, and control, with applications in warehouse worker fatigue, microbial fuel cell, 2D material synthesize, etc.