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Reinforcement learning based robust control algorithms for coherent pulse stacking
DOI:10.1364/OE.426906.png)
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
IF:
3.3
论文数:
6.1W
被引数:
14.3W
机构
引用论文
Application of Machine Learning in Fiber Nonlinearity Modeling and Monitoring for Elastic Optical Networks机器学习在弹性光网络光纤非线性建模与监测中的应用
Coherent pulse stacking amplification using low-finesse Gires-Tournois interferometers
OPTICS EXPRESS
IF3.3

