Mukherjee, Amartya

3 publications

ICML 2024 Physics-Informed Neural Network Policy Iteration: Algorithms, Convergence, and Verification Yiming Meng, Ruikun Zhou, Amartya Mukherjee, Maxwell Fitzsimmons, Christopher Song, Jun Liu

ICMLW 2023 Actor-Critic Methods Using Physics-Informed Neural Networks: Control of a 1d PDE Model for Fluid-Cooled Battery Packs Amartya Mukherjee, Jun Liu

ICMLW 2023 Bridging Physics-Informed Neural Networks with Reinforcement Learning: Hamilton-Jacobi-Bellman Proximal Policy Optimization (HJBPPO) Amartya Mukherjee, Jun Liu