Abulikemu Abuduweili

An Optical Control Environment for Benchmarking Reinforcement Learning Algorithms

2022 · arXiv (Cornell University)

Deep reinforcement learning has the potential to address various scientific problems. In this paper, we implement an optics simulation environment for reinforcement learning based controllers. The environment captures the essence of nonconvexity, nonlinearity, and time-dependent …