Proposal for Use of the Fractional Derivative of Radial Functions in Interpolation Problems

Author:

Torres-Hernandez Anthony12ORCID,Brambila-Paz Fernando3ORCID,Ramirez-Melendez Rafael2ORCID

Affiliation:

1. Department of Physics, Faculty of Science, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico

2. Music and Machine Learning Lab, Department of Information and Communication Technologies, Universitat Pompeu Fabra, 08018 Barcelona, Spain

3. Department of Mathematics, Faculty of Science, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico

Abstract

This paper presents the construction of a family of radial functions aimed at emulating the behavior of the radial basis function known as thin plate spline (TPS). Additionally, a method is proposed for applying fractional derivatives, both partially and fully, to these functions for use in interpolation problems. Furthermore, a technique is employed to precondition the matrices generated in the presented problems through QR decomposition. Similarly, a method is introduced to define two different types of abelian groups for any fractional operator defined in the interval [0,1), among which the Riemann–Liouville fractional integral, Riemann–Liouville fractional derivative, and Caputo fractional derivative are worth mentioning. Finally, a form of radial interpolant is suggested for application in solving fractional differential equations using the asymmetric collocation method, and examples of its implementation in differential operators utilizing the aforementioned fractional operators are shown.

Publisher

MDPI AG

Subject

Statistics and Probability,Statistical and Nonlinear Physics,Analysis

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