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arXiv 2303.02252math.NAcs.NA
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在增加网格大小时RBF-FD近似精度的振荡行为

Oscillatory behaviour of the RBF-FD approximation accuracy under increasing stencil size

Jožef Stefan Institute(约瑟夫·斯蒂芬研究所);Parallel and Distributed Systems Laboratory(并行与分布式系统实验室);Faculty of Mathematics and Physics, University of Ljubljana(卢布尔雅那大学数学物理学院);Jožef Stefan International Postgraduate School(约瑟夫·斯蒂芬国际研究生院)

Andrej Kolar-Požun, Mitja Jančič, Miha Rot, Gregor Kosec

AI总结:

研究发现RBF-FD方法在增加网格大小时近似精度出现振荡行为,并提出通过分析有符号误差空间依赖性来判断网格大小的局部最优性。

摘要:

在使用径向基函数生成有限差分法(RBF-FD)在散节点上求解偏微分方程时,必须选择的一个参数是网格大小。针对具有多项式增强的多项式样条RBF,我们发现它对近似精度有特别有趣的影响——在增加网格大小时,解的误差会振荡。我们发现可以将这种行为与有符号近似误差的空间依赖性联系起来。基于这一观察,我们能够引入一个数值量,以指示给定的网格大小是否在局部上最优。

英文摘要:

When solving partial differential equations on scattered nodes using the Radial Basis Function generated Finite Difference (RBF-FD) method, one of the parameters that must be chosen is the stencil size. Focusing on Polyharmonic Spline RBFs with monomial augmentation, we observe that it affects the approximation accuracy in a particularly interesting way - the solution error oscillates under increasing stencil size. We find that we can connect this behaviour with the spatial dependence of the signed approximation error. Based on this observation we are then able to introduce a numerical quantity that indicates whether a given stencil size is locally optimal.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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