RESEARCH TALK : Predicting frequency comb structure in nonlinear fibre using a neural network 

Conference by Christophe FINOT - september 2023, with S. Boscolo and J.M. Dudley, European Optical Society, Annual Meeting, 10-15 september 2023.
We deploy a neural network to predict the spectro-temporal evolution of simple sinusoidal temporal modulations upon propagation in a nonlinear dispersive fibre. Thanks to the speed of the neural network, we can efficiently scan the input parameter space for the generation of on-demand frequency combs or the occurrence of substantial spectral/temporal focusing.
for more details, see the preprint : Predicting nonlinear reshaping of periodic signals in optical fibre with a neural network, freely available on ArXiv arxiv.org/abs/...

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