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Data-driven localized waves and parameter discovery in the massive Thirring model via extended physics-informed neural networks with interface zones
29 September 2023
Christian Berger
Sadok Ben Toumia
Zijian Zhou
Zhenya Yan
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Papers citing
"Data-driven localized waves and parameter discovery in the massive Thirring model via extended physics-informed neural networks with interface zones"
5 / 5 papers shown
Title
Deep learning soliton dynamics and complex potentials recognition for 1D and 2D PT-symmetric saturable nonlinear Schrödinger equations
Jin Song
Ilya Shenbin
89
25
0
29 Sep 2023
Parallel Physics-Informed Neural Networks via Domain Decomposition
K. Shukla
Ameya Dilip Jagtap
George Karniadakis
PINN
101
274
0
20 Apr 2021
Physics-informed neural networks with hard constraints for inverse design
Lu Lu
R. Pestourie
Wenjie Yao
Zhicheng Wang
F. Verdugo
Steven G. Johnson
PINN
50
494
0
09 Feb 2021
Data-driven peakon and periodic peakon travelling wave solutions of some nonlinear dispersive equations via deep learning
Li Wang
Zhenya Yan
76
47
0
12 Jan 2021
hp-VPINNs: Variational Physics-Informed Neural Networks With Domain Decomposition
E. Kharazmi
Zhongqiang Zhang
George Karniadakis
128
509
0
11 Mar 2020
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