English

Optimal Control of Material Micro-Structures

Systems and Control 2022-10-14 v1 Systems and Control

Abstract

In this paper, we consider the optimal control of material micro-structures. Such material micro-structures are modeled by the so-called phase field model. We study the underlying physical structure of the model and propose a data based approach for its optimal control, along with a comparison to the control using a state of the art Reinforcement Learning (RL) algorithm. Simulation results show the feasibility of optimally controlling such micro-structures to attain desired material properties and complex target micro-structures.

Keywords

Cite

@article{arxiv.2210.06734,
  title  = {Optimal Control of Material Micro-Structures},
  author = {Aayushman Sharma and Zirui Mao and Haiying Yang and Suman Chakravorty and Michael J Demkowicz and Dileep Kalathil},
  journal= {arXiv preprint arXiv:2210.06734},
  year   = {2022}
}
R2 v1 2026-06-28T03:30:50.482Z