ECE Research Seminar Series

The ECE Department is hosting a research seminar with guest speaker Dr. Baosen Zhang. Dr. Zhang will present on, "Optimal Control via Neural Networks: a Convex Approach"

Abstract

In this talk, we bridge the gap between model accuracy and control tractability faced by neural networks, by explicitly constructing convex networks with respect to their inputs. We show that these input convex networks can be trained to obtain accurate models of complex physical systems. Then optimal controllers can be achieved via solving a convex model predictive control problem. Applications on building HVAC control and distribution system voltage regulation show the promise of our approach compared with existing methods and purely data-driven solutions.

Biography

Baosen Zhang is the Keith & Nancy Rattie Endowed Career Development Professor in the Department of Electrical Engineering at the University of Washington. He received his undergraduate degree in engineering science from the University of Toronto in 2008; and his Ph.D. degree in Electrical Engineering and Computer Science from the University of California at Berkeley in 2013. Before joining UW, he was a postdoctoral scholar at Stanford University

If you have any questions about the seminar, please contact Prof. Zuyi Li (lizu@iit.edu or 312.567.5259)