A review of radial basis function with applications explored

被引:8
作者
Geeta Arora
Homan KiranBala
Masoumeh Emadifar
机构
[1] Lovely Professional University,Department of Mathematics
[2] Islamic Azad University,Department of Mathematics, Hamedan Branch
关键词
Partition of unity; Shape parameter; Partial differential equation; Kansa collocation method; Radial basis function;
D O I
10.1186/s42787-023-00164-3
中图分类号
学科分类号
摘要
Partial differential equations are a vital component of the study of mathematical models in science and engineering. There are various tools and techniques developed by the researchers to solve the differential equations. The radial basis functions have proven to be an efficient basis function for approximating the solutions to ordinary and partial differential equations. There are different types of radial basis function methods that have been developed by the researchers to solve various well known differential equation. It has been developed for approximation of the solution with various approaches that lead to the development of hybrid methods. Radial basis function methods are widely used in numerical analysis and statistics because of their ability to deal with meshless domain. In this work, the different radial basis function approaches were investigated along with the focus on the strategies being addressed to find the shape parameter value. The mathematical formulations of the various radial basis function methods are discussed along with the available shape parameters to get the optimal value of the numerical solutions. The present work will lay a foundation to understand the development of the radial basis functions that could lead to a play an important role in development of method thereafter.
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共 130 条
[31]  
Hardy RL(2004)RBF-basedmeshlessmethodsfor2Delastostaticproblems Eng. Anal. Bound Elements 26 75-54
[32]  
Franke R(2002)New RBF collocation schemes and kernel RBFs with applications Comput. Sci. Eng. 1 136-1226
[33]  
Micchelli CA(2013)Local radial basis function collocation method along with explicit time stepping for hyperbolic partial differential equations Appl. Numer. Math. 10 40-17
[34]  
Kansa EJ(1972)Differential quadrature: a technique for the rapid solution of nonlinear partial differential equations J. Comput. Phys. 53 969-28
[35]  
Larsson E(2007)Integrated radial basis functions-based differential quadrature method and its performance Int. J. Numer. Meth. Fluids 192 941-1418
[36]  
Fornberg B(2003)Local radial basis function-based differential quadrature method and its application to solve two-dimensional incompressible Navier–Stokes equations Comput. Method Appl. Mech. Eng. 28 1217-99
[37]  
Power H(2004)Solutionofpartialdifferentialequations by a global radial basis function-based differential quadrature method Eng. Anal. Bound. Elem. 194 2001-758
[38]  
Barraco V(2005)An upwind local RBF-DQ method for simulation of inviscid compressible flows Comput. Method Appl. Mech. Eng. 34 213-6
[39]  
Ling L(2010)Local RBF-based differential quadrature collocation method for the boundary layer problems Eng. Anal. Bound. Elem. 37 1411-1038
[40]  
Kansa EJ(2010)Local RBF-DQ method for two dimensional transient heat conduction problems Int. Commun. Heat Mass Transfer 37 8578-67