I am a Ph.D. student in the Institute for Computational Science and Engineering at the University of Texas at Austin. I work with Dr. Richard Tsai on problems in machine learning, computer vision, and robotics. Before coming to Austin, I completed my Masters degree in Applied Mathematics from the University of Michigan, where I worked with Dr. Selim Esedoglu. I also have undergraduate degrees in Studio Art and Mathematics from the University of California, Irvine.
We study a two-player game with a quantitative surveillance requirement on an adversarial target moving in a discrete state space and a secondary objective to maximize short-term visibility of the environment.
We develop a new state-of-the-art deep learning strategy for prescribing vantage points for optimal sensor placement. This approach uses a robust volumetric visibility computation to efficiently model arbitrary geometries.