Acta Numerica, volume 24, pages 215-258

Solving PDEs with radial basis functions

Publication typeJournal Article
Publication date2015-04-27
Journal: Acta Numerica
scimago Q1
wos Q1
SJR8.913
CiteScore26.0
Impact factor16.3
ISSN09624929, 14740508
General Mathematics
Numerical Analysis
Abstract

Finite differences provided the first numerical approach that permitted large-scale simulations in many applications areas, such as geophysical fluid dynamics. As accuracy and integration time requirements gradually increased, the focus shifted from finite differences to a variety of different spectral methods. During the last few years, radial basis functions, in particular in their ‘local’ RBF-FD form, have taken the major step from being mostly a curiosity approach for small-scale PDE ‘toy problems’ to becoming a major contender also for very large simulations on advanced distributed memory computer systems. Being entirely mesh-free, RBF-FD discretizations are also particularly easy to implement, even when local refinements are needed. This article gives some background to this development, and highlights some recent results.

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