Machine Learning, Optimization

Van Hai Bui

Assistant Professor

Electrical and Computer Engineering

Assistant Professor of Electrical and Computer Engineering, College of Engineering and Computer Science, The University of Michigan-Dearborn

Dr. Bui’s research focuses on the operation and control of power and energy systems. We develop energy management systems aimed at optimizing the entire system’s operation to minimize operation costs, enhance system reliability, and improve system resiliency in both normal and emergency operation modes. Recently, the high penetration of distributed energy resources (DERs), including photovoltaics, wind turbines, and controllable distributed generators, in modern power systems has introduced numerous sources of uncertainty, making the operation and control of power systems significantly challenging. Conventional optimization methods often struggle to handle the high uncertainty of DER outputs. With the rapid development of AI/ML algorithms and their wide applications in the engineering domain, these techniques offer potential solutions for operating and controlling power systems. Our research group also investigates the state-of-the-art models in ML, such as deep learning, deep reinforcement learning, and physics-informed graph neural networks, and their applications in power and energy systems.