Hybrid CMA-ES/SPGD Algorithm for Phase Control of a Coherent Beam Combining System and its Performance Analysis by Numerical Simulations

被引:1
作者
Yeo, Minsu [1 ,2 ]
Kim, Hansol [1 ,3 ]
Jeong, Yoonchan [1 ,2 ,3 ,4 ]
机构
[1] Seoul Natl Univ, Dept Elect & Comp Engn, Seoul 08826, South Korea
[2] Seoul Natl Univ, BK21 FOUR, Seoul 08826, South Korea
[3] Seoul Natl Univ, ISRC, Seoul 08826, South Korea
[4] Seoul Natl Univ, IAP, Seoul 08826, South Korea
关键词
Coherence; Laser beam combining; Phase modulation; GRADIENT DESCENT ALGORITHM; HIGH-POWER; OPTIMIZATION ALGORITHMS; FIBER AMPLIFIERS; LASER; CORE; COMBINATION; SUPPRESSION; SCATTERING;
D O I
10.3807/KJOP.2023.34.1.001
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this study, we propose a hybrid phase-control algorithm for multi-channel coherent beam combining (CBC) system by combining the covariant matrix adaption evolution strategy (CMA-ES) and stochastic parallel gradient descent (SPGD) algorithms and analyze its operational performance. The proposed hybrid CMA-ES/SPGD algorithm is a sequential process which initially runs the CMA-ES algorithm until the combined final output intensity reaches a preset interim value, and then switches to running the SPGD algorithm to the end of the whole process. For ideal 7-channel and 19-channel all-fiber-based CBC systems, we have found that the mean convergence time can be reduced by about 10% in comparison with the case when the SPGD algorithm is implemented alone. Furthermore, we analyzed a more realistic situation in which some additional phase noise was introduced in the same CBC system. As a result, it is shown that the proposed algorithm reduces the mean convergence time by about 17% for a 7-channel CBC system and 16-27% for a 19-channel system compared to the existing SPGD alone algorithm. We expect that for implementing a CBC system in a real outdoor environment where phase noise cannot be ignored, the hybrid CMA-ES/SPGD algorithm proposed in this study will be exploited very usefully.
引用
收藏
页码:1 / 12
页数:12
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