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Reinforcement learning based robust control algorithms for coherent pulse stacking

delete2021-07-29
delete9
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OA
AI
A
Abulikemu Abuduweili
J
Jie Wang
B
Bowei Yang
王爱民 封面图
王爱民 (Aimin Wang)
Z
Zhigang Zhang *
DOI:10.1364/OE.426906delete
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摘要

摘要

En 中文
For the fast and robust control of the delay lines for coherent pulse stacking, we combined the stochastic parallel gradient descent with momentum (SPGDM) and the soft actor-critic (SAC) into a powerful algorithm, SAC-SPGDM. The simulation shows that the algorithm can find the optimal delay-line positions to ensure the 128 pulses are coherently stacked for 7-stage pulses stacking within 25 steps. (C) 2021 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
Keyword:
FIBER LASER
BEAM COMBINATION
STABILIZATION
GENERATION
FUTURE
MJ

期刊

Optics Express 封面图
Optics Express
IF:
3.3
论文数:
6.1W
被引数:
14.3W

机构

P
peking university
学者数:
11.9W
论文数: 8.7W
被引数: 146
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