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A kernel‐based method for solving the time‐fractional diffusion equation

Mojtaba Fardi

2023Numerical Methods for Partial Differential Equations15 citationsDOIOpen Access PDF

Abstract

Abstract In this paper, we focus on the development and study of a numerical method based on the idea of kernel‐based approximation and finite difference discretization to obtain the solution for the time‐fractional diffusion equation. Using the theory of reproducing kernel, reproducing kernel functions with a polynomial form will be established in polynomial reproducing kernel spaces spanned by the Chebychev basis polynomials. In the numerical method, first the time‐fractional derivative term in the aforementioned equation is approximated by using the finite difference scheme. Then, by the help of collocation method based on reproducing kernel approximation, we will illustrate how to derive the numerical solution in polynomial reproducing kernel space. Finally, to support the accuracy and efficiency of the numerical method, we provide several numerical examples. In numerical experiments, the quality of approximation is calculated by absolute error and discrete error norms.

Topics & Concepts

MathematicsKernel (algebra)DiscretizationPolynomialApplied mathematicsApproximation errorCollocation (remote sensing)Basis functionKernel methodMathematical analysisDiscrete mathematicsComputer scienceSupport vector machineMachine learningArtificial intelligenceFractional Differential Equations SolutionsNumerical methods in engineeringIterative Methods for Nonlinear Equations
A kernel‐based method for solving the time‐fractional diffusion equation | Litcius