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首页> 外文期刊>SIAM Journal on Scientific Computing >A RADIAL BASIS FUNCTION (RBF) COMPACT FINITE DIFFERENCE (FD) SCHEME FOR REACTION-DIFFUSION EQUATIONS ON SURFACES
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A RADIAL BASIS FUNCTION (RBF) COMPACT FINITE DIFFERENCE (FD) SCHEME FOR REACTION-DIFFUSION EQUATIONS ON SURFACES

机译:用于表面上的反应扩散方程的径向基函数(RBF)紧凑的有限差(FD)方案

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摘要

We present a new high-order, local meshfree method for numerically solving reaction diffusion equations on smooth surfaces of codimension 1 embedded in R-d. The novelty of the method is in the approximation of the Laplace-Beltrami operator for a given surface using Hermite radial basis function (RBF) interpolation over local node sets on the surface. This leads to compact (or implicit) RBF generated finite difference (RBF-FD) formulas for the Laplace-Beltrami operator, which gives rise to sparse differentiation matrices. The method only requires a set of (scattered) nodes on the surface and an approximation to the surface normal vectors at these nodes. Additionally, the method is based on Cartesian coordinates and thus does not suffer from any coordinate singularities. We also present an algorithm for selecting the nodes used to construct the compact RBF-FD formulas that can guarantee the resulting differentiation matrices have desirable stability properties. The improved accuracy and computational cost that can be achieved with this method over the standard (explicit) RBF-FD method are demonstrated with a series of numerical examples. We also illustrate the flexibility and general applicability of the method by solving two different reaction-diffusion equations on surfaces that are defined implicitly and only by point clouds.
机译:我们提出了一种新的高阶局部网上紫外方法,用于在R-D中嵌入嵌入在R-D中的CODIMING 1的光滑表面上的反作用扩散方程。该方法的新颖性是使用Hermite径向基函数(RBF)插值在表面上的本地节点集上的给定表面的Laplace-Beltrami操作员的近似。这导致Laplace-Beltrami操作员的紧凑(或隐式)RBF产生的有限差(RBF-FD)公式,其产生了稀疏的分化矩阵。该方法仅需要曲面上的一组(散射)节点和这些节点处的表面法向向量的近似。另外,该方法基于笛卡尔坐标,因此不会遭受任何坐标奇异性。我们还提出了一种用于选择用于构造能够保证所得差异矩阵具有所需稳定性特性的小型RBF-FD公式的节点的算法。通过一系列数值示例对通过该方法进行了通过该方法实现的改进的精度和计算成本。我们还通过求解在隐含地定义的表面上的两个不同的反作用扩散方程,并且仅通过点云来说明方法的灵活性和一般适用性。

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