Boscolo, Sonia, Dudley, John M. and Finot, Christophe (2021). Modelling self-similar parabolic pulses in optical fibres with a neural network. Results in Optics, 3 ,
Abstract
We expand our previous analysis of nonlinear pulse shaping in optical fibres using machine learning [Opt. Laser Technol., 131 (2020) 106439] to the case of pulse propagation in the presence of gain/loss, with a special focus on the generation of self-similar parabolic pulses. We use a supervised feedforward neural network paradigm to solve the direct and inverse problems relating to the pulse shaping, bypassing the need for direct numerical solution of the governing propagation model.
| Publication DOI: | https://doi.org/10.1016/j.rio.2021.100066 |
|---|---|
| Divisions: | College of Engineering & Physical Sciences > Aston Institute of Photonics Technology (AIPT) |
| Additional Information: | Creative Commons Attribution 4.0 International (CC BY 4.0) |
| Publication ISSN: | 2666-9501 |
| Last Modified: | 28 Oct 2025 08:07 |
| Date Deposited: | 19 Feb 2021 10:56 |
| Full Text Link: | |
| Related URLs: |
https://www.sci ... 0146?via%3Dihub
(Publisher URL) |
PURE Output Type: | Article |
| Published Date: | 2021-05 |
| Published Online Date: | 2021-02-16 |
| Accepted Date: | 2021-02-11 |
| Authors: |
Boscolo, Sonia
(
0000-0001-5388-2893)
Dudley, John M. Finot, Christophe |