Fast and accurate interpolation of large scattered data sets on the sphere

被引:35
|
作者
Cavoretto, Roberto [1 ]
De Rossi, Alessandra [1 ]
机构
[1] Univ Turin, Dept Math, I-10123 Turin, Italy
关键词
Zonal basis functions; Spherical Shepard's formula; Local methods; Scattered data interpolation; Interpolation algorithms; POSITIVE-DEFINITE FUNCTIONS; RADIAL BASIS FUNCTIONS; MULTIVARIATE INTERPOLATION;
D O I
10.1016/j.cam.2010.02.031
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper a new efficient algorithm for spherical interpolation of large scattered data sets is presented. The solution method is local and involves a modified spherical Shepard's interpolant, which uses zonal basis functions as local approximants. The associated algorithm is implemented and optimized by applying a nearest neighbour searching procedure on the sphere. Specifically, this technique is mainly based on the partition of the sphere in a suitable number of spherical zones, the construction of spherical caps as local neighbourhoods for each node, and finally the employment of a spherical zone searching procedure. Computational cost and storage requirements of the spherical algorithm are analyzed. Moreover, several numerical results show the good accuracy of the method and the high efficiency of the proposed algorithm. (C) 2010 Elsevier BM. All rights reserved.
引用
收藏
页码:1505 / 1521
页数:17
相关论文
共 50 条
  • [31] Fast and Accurate Protein False Discovery Rates on Large-Scale Proteomics Data Sets with Percolator 3.0
    The, Matthew
    MacCoss, Michael J.
    Noble, William S.
    Kall, Lukas
    JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 2016, 27 (11) : 1719 - 1727
  • [32] A simulated annealing approach to modeling in visualization of large scattered volumetric data sets
    Liu, LY
    Yang, GJ
    Li, L
    COMPUTER SCIENCE AND TECHNOLOGY IN NEW CENTURY, 2001, : 418 - 423
  • [33] Efficient fitting and rendering of large scattered data sets using subdivision surfaces
    Scheib, V
    Haber, J
    Lin, MC
    Seidel, HP
    COMPUTER GRAPHICS FORUM, 2002, 21 (03) : 353 - +
  • [34] CSRBF-based Quasi-interpolation for Accurate and Fast Data Fitting
    Liu, Shengjun
    Yang, Cai
    Liu, Xinru
    Duan, Jian
    2015 14TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN AND COMPUTER GRAPHICS (CAD/GRAPHICS), 2015, : 65 - 72
  • [35] KERNEL INTERPOLATION OF HIGH DIMENSIONAL SCATTERED DATA
    Lin, Shao-Bo
    Chang, Xiangyu
    Sun, Xingping
    SIAM JOURNAL ON NUMERICAL ANALYSIS, 2024, 62 (03) : 1098 - 1118
  • [36] KERNEL INTERPOLATION OF HIGH DIMENSIONAL SCATTERED DATA
    Lin, Shao-Bo
    Chang, Xiangyu
    Sun, Xingping
    SIAM JOURNAL ON COMPUTING, 2024, 62 (03) : 1098 - 1118
  • [37] MONOTONE-INTERPOLATION OF SCATTERED DATA IN RS
    UTRERAS, F
    VARAS, ML
    CONSTRUCTIVE APPROXIMATION, 1991, 7 (01) : 49 - 68
  • [38] Convexity-Preserving Scattered Data Interpolation
    Piah, Abd Rahni Mt
    Saaban, Azizan
    Majid, Ahmad Abd
    MATEMATIKA, 2008, 24 (01) : 31 - 42
  • [39] Lobachevsky spline functions and interpolation to scattered data
    Giampietro Allasia
    Roberto Cavoretto
    Alessandra De Rossi
    Computational and Applied Mathematics, 2013, 32 : 71 - 87
  • [40] SCATTERED DATA INTERPOLATION - TESTS OF SOME METHODS
    FRANKE, R
    MATHEMATICS OF COMPUTATION, 1982, 38 (157) : 181 - 200