Shuning Lin

A two-stage physics-informed neural network method based on conserved quantities and applications in localized wave solutions

Shuning Lin, Yong Chen · Journal of Computational Physics · 2022 · 154 citations · Full text

Numerical Analysis, Engineering, Physics +9

Physics-informed neural network methods based on Miura transformations and discovery of new localized wave solutions

Shuning Lin, Yong Chen · Physica D Nonlinear Phenomena · 2022 · 56 citations

Numerical Analysis, Engineering, Physics +10

Gradient-enhanced physics-informed neural networks based on transfer learning for inverse problems of the variable coefficient differential equations

Shuning Lin, Yong Chen · Physica D Nonlinear Phenomena · 2023 · 22 citations

Integrability, multiple-cosh , lumps and lump-soliton solutions to a (2+1)-dimensional generalized breaking soliton equation

Xiaorui Hu, Shuning Lin, Lu Wang · Communications in Nonlinear Science and Numerical Simulation · 2020 · 14 citations

Physics, Soliton Equation, Nonlinear Wave Propagation +5

The improved backward compatible physics-informed neural networks for reducing error accumulation and applications in data-driven higher-order rogue waves

Shuning Lin, Yong Chen · Chaos An Interdisciplinary Journal of Nonlinear Science · 2024 · 11 citations · Full text