Optimal Control of Material Microstructures1Source: Journal of Dynamic Systems, Measurement, and Control:;2024:;volume( 146 ):;issue: 006::page 61109-1Author:Sharma, Aayushman
,
Mao, Zirui
,
Yang, Haiying
,
Chakravorty, Suman
,
Demkowicz, Michael J.
,
Kalathil, Dileep
DOI: 10.1115/1.4065801Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: In this paper, we consider the optimal control of material microstructures. Such material microstructures 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 microstructures to attain desired material properties and complex target microstructures.
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| contributor author | Sharma, Aayushman | |
| contributor author | Mao, Zirui | |
| contributor author | Yang, Haiying | |
| contributor author | Chakravorty, Suman | |
| contributor author | Demkowicz, Michael J. | |
| contributor author | Kalathil, Dileep | |
| date accessioned | 2024-12-24T18:49:38Z | |
| date available | 2024-12-24T18:49:38Z | |
| date copyright | 8/24/2024 12:00:00 AM | |
| date issued | 2024 | |
| identifier issn | 0022-0434 | |
| identifier other | ds_146_06_061109.pdf | |
| identifier uri | http://yetl.yabesh.ir/yetl1/handle/yetl/4302823 | |
| description abstract | In this paper, we consider the optimal control of material microstructures. Such material microstructures 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 microstructures to attain desired material properties and complex target microstructures. | |
| publisher | The American Society of Mechanical Engineers (ASME) | |
| title | Optimal Control of Material Microstructures1 | |
| type | Journal Paper | |
| journal volume | 146 | |
| journal issue | 6 | |
| journal title | Journal of Dynamic Systems, Measurement, and Control | |
| identifier doi | 10.1115/1.4065801 | |
| journal fristpage | 61109-1 | |
| journal lastpage | 61109-15 | |
| page | 15 | |
| tree | Journal of Dynamic Systems, Measurement, and Control:;2024:;volume( 146 ):;issue: 006 | |
| contenttype | Fulltext |