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Coherent beam combination based on Q-learning algorithm

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Abstract Coherent beam combination(CBC) is an effective method to break the limiting power of a single fiber laser. The Q-learning algorithm is one of the reinforcement learning algorithms. We use… Click to show full abstract

Abstract Coherent beam combination(CBC) is an effective method to break the limiting power of a single fiber laser. The Q-learning algorithm is one of the reinforcement learning algorithms. We use the Q-learning algorithm to do phase compensation in the field of CBC. The performance difference between the Q-learning algorithm and the stochastic parallel gradient descent optimization algorithm(SPGD) is analyzed by simulating time-domain coherent synthesis. The results show that the Q-learning algorithm is easier to debug and has better stability.

Keywords: coherent beam; combination based; learning algorithm; beam combination

Journal Title: Optics Communications
Year Published: 2021

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