Deep learning soliton dynamics and complex potentials recognition for 1D and 2D PT-symmetric saturable nonlinear Schrödinger equations

29 September 2023

Papers citing "Deep learning soliton dynamics and complex potentials recognition for 1D and 2D PT-symmetric saturable nonlinear Schrödinger equations"

3 / 3 papers shown

Title
Is the neural tangent kernel of PINNs deep learning general partial differential equations always convergent ? Zijian Zhou Zhenya Yan 279 16 0 09 Dec 2024
Two-stage initial-value iterative physics-informed neural networks for simulating solitary waves of nonlinear wave equations Jin Song Ming Zhong George Karniadakis Zhenya Yan PINN 165 20 0 02 Sep 2024
Data-driven localized waves and parameter discovery in the massive Thirring model via extended physics-informed neural networks with interface zones Christian Berger Sadok Ben Toumia Zijian Zhou Zhenya Yan PINN 195 15 0 29 Sep 2023