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Article

Non-Singular Generalized RBF Solution and Weaker Singularity MFS: Laplace Equation and Anisotropic Laplace Equation

1
Center of Excellence for Ocean Engineering, National Taiwan Ocean University, Keelung 202301, Taiwan
2
Department of Applied Artificial Intelligence, Ming Chuan University, Taoyuan 333321, Taiwan
*
Author to whom correspondence should be addressed.
Mathematics 2025, 13(22), 3665; https://doi.org/10.3390/math13223665 (registering DOI)
Submission received: 23 October 2025 / Revised: 7 November 2025 / Accepted: 13 November 2025 / Published: 15 November 2025

Abstract

This paper introduces a singular distance function rs in terms of a symmetric non-negative metric tensor S. If S satisfies a quadratic matrix equation involving a parameter β then for the Laplace equation rsβ is a non-singular generalized radial basis function solution if 2 > β > 0, and a weaker singularity fundamental solution if − 1 < β < 0. With a unit vector as a medium to express S, we can derive the metric tensor in closed form and prove that S is a singular projection operator. For the anisotropic Laplace equation, the corresponding closed-form representation of S is also derived. The concept of non-singular generalized radial basis function solution for the Laplace-type equations is novel and useful, which has not yet appeared in the literature. In addition, a logarithmic type method of fundamental solutions is developed for the anisotropic Laplace equation. Owing to non-singularity and weaker singularity of the bases of solutions, numerical experiments verify the accuracy and efficiency of the proposed methods.
Keywords: Laplace equation; anisotropic Laplace equation; radial basis function (RBF); non-singular generalized RBF solution; weaker singularity MFS; singular projection operator Laplace equation; anisotropic Laplace equation; radial basis function (RBF); non-singular generalized RBF solution; weaker singularity MFS; singular projection operator

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MDPI and ACS Style

Liu, C.-S.; Kuo, C.-L. Non-Singular Generalized RBF Solution and Weaker Singularity MFS: Laplace Equation and Anisotropic Laplace Equation. Mathematics 2025, 13, 3665. https://doi.org/10.3390/math13223665

AMA Style

Liu C-S, Kuo C-L. Non-Singular Generalized RBF Solution and Weaker Singularity MFS: Laplace Equation and Anisotropic Laplace Equation. Mathematics. 2025; 13(22):3665. https://doi.org/10.3390/math13223665

Chicago/Turabian Style

Liu, Chein-Shan, and Chung-Lun Kuo. 2025. "Non-Singular Generalized RBF Solution and Weaker Singularity MFS: Laplace Equation and Anisotropic Laplace Equation" Mathematics 13, no. 22: 3665. https://doi.org/10.3390/math13223665

APA Style

Liu, C.-S., & Kuo, C.-L. (2025). Non-Singular Generalized RBF Solution and Weaker Singularity MFS: Laplace Equation and Anisotropic Laplace Equation. Mathematics, 13(22), 3665. https://doi.org/10.3390/math13223665

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