Modelling the spectro-temporal evolution of a frequency comb in a nonlinear optical fibre with a feedforward neural network - Archive ouverte HAL
Conference Papers Year : 2024

Modelling the spectro-temporal evolution of a frequency comb in a nonlinear optical fibre with a feedforward neural network

Abstract

We deploy a feedforward neural network to predict the spectro-temporal evolution of a periodic waveform upon nonlinear fibre propagation and demonstrate efficient probing of the full input-parameter space for on-demand comb generation or significant spectral/temporal focusing occurrence. The computational speed is increased by more than 4 orders of magnitude.
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Dates and versions

hal-04728410 , version 1 (09-10-2024)

Identifiers

  • HAL Id : hal-04728410 , version 1

Cite

Sonia Boscolo, J.M. Dudley, Christophe Finot. Modelling the spectro-temporal evolution of a frequency comb in a nonlinear optical fibre with a feedforward neural network. 4ièmes Journées GDR Elios, Sep 2024, Bordeaux, France. ⟨hal-04728410⟩
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