Modelling Nonlinear Propagation of Periodic Waveforms in Optical Fibre with a Neural Network

Sonia Boscolo (1) , J.M. Dudley (2) , Christophe Finot (3)

1 AIPT - Aston Institute of Photonic Technologies
2 FEMTO-ST - Franche-Comté Électronique Mécanique, Thermique et Optique - Sciences et Technologies (UMR 6174)
3 ICB - Laboratoire Interdisciplinaire Carnot de Bourgogne

We deploy a neural network to predict the spectro-temporal evolution of a periodic waveform upon nonlinear fibre propagation and demonstrate efficient probing of the input-parameter space for on-demand comb generation or significant spectral/temporal focusing occurrence.

Domaines: Optique [physics.optics]

Sonia Boscolo, J.M. Dudley, Christophe Finot. Modelling Nonlinear Propagation of Periodic Waveforms in Optical Fibre with a Neural Network. CLEO US (Conference on Laser and ElectroOptic), May 2023, San Jose, United States. paper SM4F.7, ⟨10.1364/CLEO_SI.2023.SM4F.7⟩. ⟨hal-04092055⟩