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Optimal Control of Material Micro-Structures

Authors :
Sharma, Aayushman
Mao, Zirui
Yang, Haiying
Chakravorty, Suman
Demkowicz, Michael J
Kalathil, Dileep
Publication Year :
2022

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.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2210.06734
Document Type :
Working Paper