Analysis of interaction dynamics and rogue wave localization in modulation instability using data-driven dominant balance

Abstract We analyze the dynamics of modulation instability in optical fiber (or any other nonlinear Schrödinger equation system) using the machine-learning technique of data-driven dominant balance. We aim to automate the identification of which particular physical processes drive propagation in dif...

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Bibliographic Details
Main Authors: Andrei V. Ermolaev, Mehdi Mabed, Christophe Finot, Goëry Genty, John M. Dudley
Format: Article
Language:English
Published: Nature Portfolio 2023-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-37039-7