A Fast Prediction Framework for Multi-Variable Nonlinear Dynamic Modeling of Fiber Pulse Propagation Using DeepONet

A Fast Prediction Framework for Multi-Variable Nonlinear Dynamic Modeling of Fiber Pulse Propagation Using DeepONet

Traditional femtosecond laser modeling relies on the iterative solution of the Nonlinear Schrödinger Equation (NLSE) using the Split-Step Fourier Method (SSFM). However, SSFM’s high computational complexity leads to significant time consumption, particularly in automatic control and system optimizat...

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Bibliographic Details
Main Authors: Yifei Zhu, Shotaro Kitajima, Norihiko Nishizawa
Format: Article
Language:English
Published: MDPI AG 2024-09-01
Series:Applied Sciences
Subjects:
DeepONet
fiber pulse propagation
nonlinear dynamics
neural networks
femtosecond laser
Split-Step Fourier Method
Online Access:https://www.mdpi.com/2076-3417/14/18/8154

Internet

https://www.mdpi.com/2076-3417/14/18/8154

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