no code implementations • 31 Jan 2023 • Saman Mostafavi, Chihyeon Song, Aayushman Sharma, Raman Goyal, Alejandro Brito
We present a data-driven modeling and control framework for physics-based building emulators.
no code implementations • 13 Oct 2022 • Aayushman Sharma, Zirui Mao, Haiying Yang, Suman Chakravorty, Michael J Demkowicz, Dileep Kalathil
In this paper, we consider the optimal control of material micro-structures.
no code implementations • 21 Feb 2020 • Ran Wang, Karthikeya S. Parunandi, Aayushman Sharma, Raman Goyal, Suman Chakravorty
The problem of Reinforcement Learning (RL) in an unknown nonlinear dynamical system is equivalent to the search for an optimal feedback law utilizing the simulations/ rollouts of the dynamical system.