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We show how neural networks can be used to model complex and predict nonlinear propagation dynamics in optical fibres for a widerange of input conditions and fibre systems, including pulse compression, ultra-broadband supercontinuum generation, and multimode fiber systems. Our results open up novel perspectives to model and optimize complex nonlinear dynamics and systems.
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Goëry Genty, Lauri Salmela, John M Dudley, "Predicting ultrafast nonlinear dynamics in optical fiber using neural networks," Proc. SPIE 11665, Fiber Lasers XVIII: Technology and Systems, 116650K (8 March 2021); https://doi.org/10.1117/12.2588429