A time-efficient variable shape parameter Kansa-radial basis function method for the solution of nonlinear boundary value problems

被引:5
作者
Karageorghis, Andreas [1 ]
机构
[1] Univ Cyprus, Dept Math & Stat, POB 20537, CY-1678 Nicosia, Cyprus
关键词
RBFs; Kansa method; Collocation; Nonlinear PDEs; FUNDAMENTAL-SOLUTIONS; RBF METHOD; NEWTON ITERATION; APPROXIMATION; MULTIQUADRICS; EQUATIONS; STRATEGY; CENTERS; FLOW;
D O I
10.1016/j.amc.2021.126613
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this study we consider the application of a Kansa-radial basis function (RBF) collocation method for solving two- and three-dimensional nonlinear boundary value problems (BVPs) of second and fourth order. In this variable shape parameter approach, a distinct shape parameter is linked with each RBF in the approximation of the solution and the total set of unknowns in the resulting discretized nonlinear problem comprises the RBF coefficients in the approximation and the set of (distinct) shape parameters. The solution of the system of nonlinear equations is achieved using the MATLAB (c) optimization toolbox functions fsolve or lsqnonlin. Unlike previous applications of these routines to nonlinear BVPs, we exploit the option offered in these functions to provide the analytical expression of the Jacobian of the nonlinear systems in question and show, in several numerical applications, how this leads to spectacular savings in computational time. (C) 2021 Elsevier Inc. All rights reserved.
引用
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页数:22
相关论文
共 26 条
[1]   Optimal variable shape parameters using genetic algorithm for radial basis function approximation [J].
Afiatdoust, F. ;
Esmaeilbeigi, M. .
AIN SHAMS ENGINEERING JOURNAL, 2015, 6 (02) :639-647
[2]  
[Anonymous], 2014, SPRINGER BRIEFS APPL
[3]   A novel RBF collocation method using fictitious centres [J].
Chen, C. S. ;
Karageorghis, Andreas ;
Dou, Fangfang .
APPLIED MATHEMATICS LETTERS, 2020, 101 (101)
[4]   Radial basis functions for solving near singular Poisson problems [J].
Chen, CS ;
Kuhn, G ;
Li, J ;
Mishuris, G .
COMMUNICATIONS IN NUMERICAL METHODS IN ENGINEERING, 2003, 19 (05) :333-347
[5]  
Fasshauer G.E, 2007, INTERDISCIP MATH SCI, V6
[6]   Newton iteration with multiquadrics for the solution of nonlinear PDEs [J].
Fasshauer, GE .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2002, 43 (3-5) :423-438
[7]   Newton iteration for partial differential equations and the approximation of the identity [J].
Fasshauer, GE ;
Gartland, EC ;
Jerome, JW .
NUMERICAL ALGORITHMS, 2000, 25 (1-4) :181-195
[8]   Moving pseudo-boundary method of fundamental solutions for nonlinear potential problems [J].
Grabski, Jakub Krzysztof ;
Karageorghis, Andreas .
ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2019, 105 :78-86
[9]  
Hardin DP., 2016, DOLOMIT RES NOTES AP, V9, P16, DOI DOI 10.1186/S13104-015-1802-8
[10]  
Jankowska MA, 2018, INT J COMP METH-SING, V6, P1000