基于遗传算法驱动空间光调制器的自学习光学系统

S. D. Carpenter, Peter Weber, J. Peter, G. Szabó, T. Szakács, A. Lőrincz
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引用次数: 0

摘要

我们证明了遗传算法(GA)在液晶空间光调制器自适应光学系统焦点控制中的适用性。将光学设置和算法设置为适合度强化学习。开发的特定遗传算法优化了32个独立像素的相移,并且偏向于近似适合聚焦问题的连续函数。即使在存在实验噪声的情况下,学习过程也能可靠地工作。
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Self-learning optical system based on a genetic-algorithm driven spatial light modulator
We demonstrate the applicability of a genetic algorithm (GA) to control the focus of an adaptive optical system using a liquid crystal spatial light modulator. The optical setup and the algorithm applied are set to fitness type reinforcement for learning. The particular GA developed optimizes the phase shifts in 32 independent pixels, and is biased towards approximating continuous functions that suit the focusing problem. The learning process is demonstrated to work reliably even in the presence of experimental noise.
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