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A LightGBM-Incorporated Absorbing Boundary Conditions for the Wave-Equation-Based Meshless Method

Computational Physics 2025-05-13 v2

Abstract

A LightGBM-Incorporated absorbing boundary condition (ABC) computation approach for the wave-equation-based the radial point interpolation meshless (RPIM) method is proposed to simulate wave propagation in open space during the computation process. Different strageties are implemented for replacing the conventional perfectly matched layers (PMLs) in the computational domain. In this work, the model is used to predict the field components on the boundary at each time step to improve computational efficiency. The effectiveness and high efficiency of our method is verified by numerical experiments.

Keywords

Cite

@article{arxiv.2505.05781,
  title  = {A LightGBM-Incorporated Absorbing Boundary Conditions for the Wave-Equation-Based Meshless Method},
  author = {Qi-Chang Dong and Zhizhang David Chen},
  journal= {arXiv preprint arXiv:2505.05781},
  year   = {2025}
}

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R2 v1 2026-06-28T23:26:46.988Z