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Physics-informed Neural Network for Nonlinear Dynamics in Fiber Optics

Physics-informed Neural Network for Nonlinear Dynamics in Fiber Optics

1 September 2021
Xiaotian Jiang
Danshi Wang
Qirui Fan
Min Zhang
Chao Lu
A. Lau
    AI4CE
    PINN
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Papers citing "Physics-informed Neural Network for Nonlinear Dynamics in Fiber Optics"

6 / 6 papers shown
Title
Physics Informed Constrained Learning of Dynamics from Static Data
Physics Informed Constrained Learning of Dynamics from Static Data
Pengtao Dang
Tingbo Guo
Melissa Fishel
Guang Lin
Wenzhuo Wu
Sha Cao
Chi Zhang
PINN
AI4CE
54
0
0
17 Apr 2025
Neural networks for bifurcation and linear stability analysis of steady
  states in partial differential equations
Neural networks for bifurcation and linear stability analysis of steady states in partial differential equations
M. L. Shahab
Hadi Susanto
27
2
0
29 Jul 2024
Data assimilation and parameter identification for water waves using the
  nonlinear Schrödinger equation and physics-informed neural networks
Data assimilation and parameter identification for water waves using the nonlinear Schrödinger equation and physics-informed neural networks
Svenja Ehlers
Niklas A. Wagner
Annamaria Scherzl
Marco Klein
Norbert Hoffmann
M. Stender
18
1
0
08 Jan 2024
Predicting nonlinear reshaping of periodic signals in optical fibre with
  a neural network
Predicting nonlinear reshaping of periodic signals in optical fibre with a neural network
S. Boscolo
J. Dudley
C. Finot
11
6
0
16 Mar 2023
A Dimension-Augmented Physics-Informed Neural Network (DaPINN) with High
  Level Accuracy and Efficiency
A Dimension-Augmented Physics-Informed Neural Network (DaPINN) with High Level Accuracy and Efficiency
Weilong Guan
Kai-Ping Yang
Yinsheng Chen
Zhong Guan
PINN
AI4CE
18
12
0
19 Oct 2022
Scaling transformation of the multimode nonlinear Schrödinger equation
  for physics-informed neural networks
Scaling transformation of the multimode nonlinear Schrödinger equation for physics-informed neural networks
I. Chuprov
D. Efremenko
Jiexing Gao
P. Anisimov
V. Zemlyakov
24
0
0
29 Sep 2022
1