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We have developed a scalable, ultrafast laser beam combination scheme, which can combine many beams using two diffractive optics. A feature of this approach is the information contained in the uncombined output beams, which can be used to derive phase error information. We show that a machine-learning algorithm can learn to stabilize beam combination with high efficiency, by finding correlations between uncombined output beam patterns and phase errors.
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Russell Wilcox, Tong Zhou, Qiang Du, Dan Wang, Antonio Gilardi, Siyun Chen, Derun Li, "Diffractive combining and control of femtosecond pulse beam arrays," Proc. SPIE 11981, Fiber Lasers XIX: Technology and Systems, 119810G (4 March 2022); https://doi.org/10.1117/12.2614781