← authors · overview

• Two-stage initial-value iterative physics-informed neural networks for simulating solitary waves of nonlinear wave equations
  2024 · 25 citations
• Data-driven localized waves and parameter discovery in the massive Thirring model via extended physics-informed neural networks with interface zones
  2023 · 21 citations
• Data-driven peakon and periodic peakon travelling wave solutions of some nonlinear dispersive equations via deep learning
  2021 · 4 citations
• Deep learning neural networks for the third-order nonlinear Schrodinger equation: Solitons, breathers, and rogue waves
  2021 · 4 citations
• Deep learning soliton dynamics and complex potentials recognition for 1D and 2D PT-symmetric saturable nonlinear Schrödinger equations
  2023 · 1 citations
• Is the neural tangent kernel of PINNs deep learning general partial differential equations always convergent ?
  2024