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nlin.PS2024
Automating physical intuition in nonlinear fiber optics with unsupervised dominant balance search
Andrei V. Ermolaev, Christophe Finot, Goery Genty +1
Identifying the underlying processes that locally dominate physical interactions is the key to understanding nonlinear dynamics. Machine-learning techniques have recently been show…
nlin.PS2023
Analysis of interaction dynamics and rogue wave localization in modulation instability using data-driven dominant balance
Andrei V. Ermolaev, Mehdi Mabed, Christophe Finot +2
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…