A numerical study of compact approximations based on flat integrated radial basis functions for second-order differential equations
Article
Article Title | A numerical study of compact approximations based on flat integrated radial basis functions for second-order differential equations |
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ERA Journal ID | 111 |
Article Category | Article |
Authors | Tien, C. M. T. (Author), Mai-Duy, N. (Author), Tran, C.-D. (Author) and Tran-Cong, T. (Author) |
Journal Title | Computers and Mathematics with Applications |
Journal Citation | 72 (9), pp. 2364-2387 |
Number of Pages | 24 |
Year | 2016 |
Place of Publication | United Kingdom |
ISSN | 0898-1221 |
1873-7668 | |
Digital Object Identifier (DOI) | https://doi.org/10.1016/j.camwa.2016.09.001 |
Web Address (URL) | http://www.journals.elsevier.com/computers-and-mathematics-with-applications/ |
Abstract | In this paper, we propose a simple but effective preconditioning technique to improve the numerical stability of Integrated Radial Basis Function (IRBF) methods. The proposed preconditioner is simply the inverse of a well-conditioned matrix that is constructed using non-flat IRBFs. Much larger values of the free shape parameter of IRBFs can thus be employed and better accuracy for smooth solution problems can be achieved. Furthermore, to improve the accuracy of local IRBF methods, we propose a new stencil, namely Combined Compact IRBF (CCIRBF), in which (i) the starting point is the fourth-order derivative; and (ii) nodal values of first- and second-order derivatives at side nodes of the stencil are included in the computation of first- and second-order derivatives at the middle node in a natural way. The proposed stencil can be employed in uniform/nonuniform Cartesian grids. The preconditioning technique in combination with the CCIRBF scheme employed with large values of the shape parameter are tested with elliptic equations and then applied to simulate several fluid flow problems governed by Poisson, Burgers, convection-diffusion, and Navier-Stokes equations. Highly accurate and stable solutions are obtained. In some cases, the preconditioned schemes are shown to be several orders of magnitude more accurate than those without preconditioning. |
Keywords | RBF, integrated RBF, shape parameter, Ill-conditioning, ODE, PDE |
ANZSRC Field of Research 2020 | 490303. Numerical solution of differential and integral equations |
401706. Numerical modelling and mechanical characterisation | |
Public Notes | File reproduced in accordance with the copyright policy of the publisher/author. |
Byline Affiliations | Computational Engineering and Science Research Centre |
Institution of Origin | University of Southern Queensland |
https://research.usq.edu.au/item/q3q36/a-numerical-study-of-compact-approximations-based-on-flat-integrated-radial-basis-functions-for-second-order-differential-equations
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