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20122026
most citedA comparison study of deep Galerkin method and deep Ritz method for elliptic problems with different boundary conditions

35 citations · 146 across the 37 of their papers we have counts for

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Showing 2023 · math.NAShow all

5 papers · 2 filters

math.NA2023

IMEX-RK methods for Landau-Lifshitz equation with arbitrary damping

Yan Gui, Cheng Wang, Jingrun Chen

Magnetization dynamics in ferromagnetic materials is modeled by the Landau-Lifshitz (LL) equation, a nonlinear system of partial differential equations. Among the numerical approac…

math.NA2023★ 22 cited

Solving multiscale elliptic problems by sparse radial basis function neural networks

Zhiwen Wang, Minxin Chen, Jingrun Chen

Machine learning has been successfully applied to various fields of scientific computing in recent years. In this work, we propose a sparse radial basis function neural network met…

math.NA2023

The Random Feature Method for Solving Interface Problems

Xurong Chi, Jingrun Chen, Zhouwang Yang

Interface problems have long been a major focus of scientific computing, leading to the development of various numerical methods. Traditional mesh-based methods often employ time-c…

math.NA2023★ 1 cited

The Random Feature Method for Time-dependent Problems

Jingrun Chen, Weinan E, Yixin Luo

We present a framework for solving time-dependent partial differential equations (PDEs) in the spirit of the random feature method. The numerical solution is constructed using a sp…

math.NA2023

Micromagnetics simulations and phase transitions of ferromagnetics with Dzyaloshinskii-Moriya interaction

Panchi Li, Shuting Gu, Jin Lan +3

Magnetic skyrmions widely exist in a diverse range of magnetic systems, including chiral magnets with a non-centrosymmetric structure characterized by Dzyaloshinkii-Moriya interact…