Partition of unity interpolation using stable kernel-based techniques

被引:33
作者
Cavoretto, R. [1 ]
De Marchi, S. [2 ]
De Rossi, A. [1 ]
Perracchione, E. [1 ]
Santin, G. [3 ]
机构
[1] Univ Turin, Dept Math G Peano, Via Carlo Alberto 10, I-10123 Turin, Italy
[2] Univ Padua, Dept Math, Via Trieste 63, I-35121 Padua, Italy
[3] Univ Stuttgart, Inst Appl Anal & Numer Simulat, Pfaffenwaldring 57, D-70569 Stuttgart, Germany
关键词
Meshfree approximation; Radial basis functions; Partition of unity; Scattered data interpolation; Numerical stability; Krylov space methods; RADIAL BASIS FUNCTIONS; ALGORITHM; COMPUTATION;
D O I
10.1016/j.apnum.2016.07.005
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we propose a new stable and accurate approximation technique which is extremely effective for interpolating large scattered data sets. The Partition of Unity (PU) method is performed considering Radial Basis Functions (RBFs) as local approximants and using locally supported weights. In particular, the approach consists in computing, for each PU subdomain, a stable basis. Such technique, taking advantage of the local scheme, leads to a significant benefit in terms of stability, especially for flat kernels. Furthermore, an optimized searching procedure is applied to build the local stable bases, thus rendering the method more efficient. (C) 2016 IMACS. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:95 / 107
页数:13
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