Jinfeng Liu, PhD
Contact
Professor, Faculty of Engineering - Chemical and Materials Engineering Dept
- jinfeng@ualberta.ca
- Phone
- (780) 492-1317
- Address
-
13-269 Donadeo Innovation Centre For Engineering
9211 116 StEdmonton ABT6G 2H5
Overview
Area of Study / Keywords
Process Control and Systems Engineering Model Predictive Control Optimal Control with Machine Learning Data Analytics and Applied Machine Learning System Identification Irrigation Engineering
About
Dr. Liu received the BS and MS degrees in Control Science and Engineering from Zhejiang University in 2003 and 2006, respectively. He received the PhD degree in Chemical Engineering from the University of California, Los Angeles in 2011. Before joining the University of Alberta in April, 2012, Dr. Liu was a postdoctoral researcher at the University of California, Los Angeles.
Research
Dr. Liu's research interests are in the general areas of process control and systems engineering with emphasis on model predictive control, data analytics and applied machine learning, optimal control with machine learning, system identification and their applications in chemical processes and irrigation engineering. The long-term goal is to develop techniques enabling sustainable smart plant operations, in which physical processes, computations, and communication are integrated to address plant-wide safety and environmental and economic considerations.
Courses
CH E 446 - Process Dynamics and Control
Introduction to process modeling and transient response analysis; design and analysis of feedback systems; stability analysis; process control applications; process control using digital computers. Prerequisites: CME 265, MATH 201 and 209. Corequisite: CH E 312.
CME 481 - Colloquium I
Communication and oral presentations. Graded on a pass/fail basis. Prerequisite: 85 units completed or consent of instructor.