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

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  • Karageorghis, Andreas

Abstract

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©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.

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  • Karageorghis, Andreas, 2022. "A time–efficient variable shape parameter Kansa–radial basis function method for the solution of nonlinear boundary value problems," Applied Mathematics and Computation, Elsevier, vol. 413(C).
    • Handle: RePEc:eee:apmaco:v:413:y:2022:i:c:s0096300321006974
    DOI: 10.1016/j.amc.2021.126613
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    1. Karageorghis, Andreas & Tappoura, Demetriana & Chen, C.S., 2021. "The Kansa RBF method with auxiliary boundary centres for fourth order boundary value problems," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 181(C), pages 581-597.
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    Cited by:

    1. Cavoretto, Roberto, 2022. "Adaptive LOOCV-based kernel methods for solving time-dependent BVPs," Applied Mathematics and Computation, Elsevier, vol. 429(C).

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