[HTML][HTML] Modelling self-similar parabolic pulses in optical fibres with a neural network

S Boscolo, JM Dudley, C Finot - Results in Optics, 2021 - Elsevier
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 …

Artificial neural networks for nonlinear pulse shaping in optical fibers

S Boscolo, C Finot - Optics & Laser Technology, 2020 - Elsevier
We use a supervised machine-learning model based on a neural network to predict the
temporal and spectral intensity profiles of the pulses that form upon nonlinear propagation in …

Parabolic pulse generation through passive nonlinear pulse reshaping in a normally dispersive two segment fiber device

C Finot, L Provost, P Petropoulos, DJ Richardson - Optics Express, 2007 - opg.optica.org
We numerically and experimentally demonstrate that pulses with a parabolic intensity profile
can be formed by passive reshaping of more conventional laser pulses using nonlinear …

Predicting nonlinear multi-pulse propagation in optical fibers via a lightweight convolutional neural network

H Sui, H Zhu, H Jia, Q Li, M Ou, B Luo, X Zou, L Yan - Optics Letters, 2023 - opg.optica.org
The nonlinear evolution of ultrashort pulses in optical fiber has broad applications, but the
computational burden of convolutional numerical solutions necessitates rapid modeling …

Parabolic pulse generation with active or passive dispersion decreasing optical fibers

C Finot, B Barviau, G Millot, A Guryanov, A Sysoliatin… - Optics express, 2007 - opg.optica.org
We experimentally demonstrate the possibility to generate parabolic pulses via a single
dispersion decreasing optical fiber with normal dispersion. We numerically and …

Predicting ultrafast nonlinear dynamics in fibre optics with a recurrent neural network

L Salmela, N Tsipinakis, A Foi, C Billet… - Nature machine …, 2021 - nature.com
The propagation of ultrashort pulses in optical fibre plays a central role in the development
of light sources and photonic technologies, with applications from fundamental studies of …

Nonlinear sculpturing of optical pulses with normally dispersive fiber-based devices

C Finot, I Gukov, K Hammani, S Boscolo - Optical Fiber Technology, 2018 - Elsevier
We present a general method to determine the parameters of nonlinear pulse shaping
systems based on pulse propagation in a normally dispersive fiber that are required to …

Predicting nonlinear reshaping of periodic signals in optical fibre with a neural network

S Boscolo, JM Dudley, C Finot - Optics Communications, 2023 - Elsevier
We deploy a supervised machine-learning model based on a neural network to predict the
temporal and spectral reshaping of a simple sinusoidal modulation into a pulse train having …

Physics-based deep learning for modeling nonlinear pulse propagation in optical fibers

H Sui, H Zhu, B Luo, S Taccheo, X Zou, L Yan - Optics Letters, 2022 - opg.optica.org
A physics-based deep learning (DL) method termed Phynet is proposed for modeling the
nonlinear pulse propagation in optical fibers totally independent of the ground truth. The …

Evolution of optical pulses towards wave breaking in highly nonlinear fibres

CJ Rosenberg, D Anderson, M Desaix… - Optics …, 2007 - Elsevier
An approximate analytical analysis is given describing the strongly nonlinear evolution of
optical pulses in nonlinear fibres with normal dispersion. The result provides a good explicit …