Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo Equation
In this article, a pseudospectral approach based on radial basis functions is considered for the solution of the standard Fitzhugh-Nagumo equation. The proposed radial basis function pseudospectral approach is truly mesh free. The standard Fitzhugh-Nagumo equation is approximated into ordinary diffe...
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International Journal of Mathematical, Engineering and Management Sciences
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doaj-838156fa382440eabaa62e893c9ab9712020-11-25T03:51:05ZengInternational Journal of Mathematical, Engineering and Management SciencesInternational Journal of Mathematical, Engineering and Management Sciences2455-77492455-77492020-12-01561488149710.33889/IJMEMS.2020.5.6.110Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo EquationGeeta Arora0Gurpreet Singh Bhatia1Department of Mathematics, Lovely Professional University, Punjab, India.Department of Mathematics, Lovely Professional University, Punjab, India.In this article, a pseudospectral approach based on radial basis functions is considered for the solution of the standard Fitzhugh-Nagumo equation. The proposed radial basis function pseudospectral approach is truly mesh free. The standard Fitzhugh-Nagumo equation is approximated into ordinary differential equations with the help of radial kernels. An ODE solver is applied to solve the resultant ODEs. Shape parameter which decides the shape of the radial basis function plays a significant role in the solution. A cross-validation technique which is the extension of the statistical approach leave-one-out-cross-validation is used to find the shape parameter value. The presented method is demonstrated with the help of numerical results which shows a good understanding with the exact solution. The stability of the proposed method is demonstrated with the help of the eigenvalues method numerically.https://www.ijmems.in/volumes/volume5/number6/110-IJMEMS-20-20-5-6-1488-1497-2020.pdffn equationradial basis functionmeshless |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Geeta Arora Gurpreet Singh Bhatia |
spellingShingle |
Geeta Arora Gurpreet Singh Bhatia Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo Equation International Journal of Mathematical, Engineering and Management Sciences fn equation radial basis function meshless |
author_facet |
Geeta Arora Gurpreet Singh Bhatia |
author_sort |
Geeta Arora |
title |
Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo Equation |
title_short |
Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo Equation |
title_full |
Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo Equation |
title_fullStr |
Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo Equation |
title_full_unstemmed |
Radial Basis Function Pseudospectral Method for Solving Standard Fitzhugh-Nagumo Equation |
title_sort |
radial basis function pseudospectral method for solving standard fitzhugh-nagumo equation |
publisher |
International Journal of Mathematical, Engineering and Management Sciences |
series |
International Journal of Mathematical, Engineering and Management Sciences |
issn |
2455-7749 2455-7749 |
publishDate |
2020-12-01 |
description |
In this article, a pseudospectral approach based on radial basis functions is considered for the solution of the standard Fitzhugh-Nagumo equation. The proposed radial basis function pseudospectral approach is truly mesh free. The standard Fitzhugh-Nagumo equation is approximated into ordinary differential equations with the help of radial kernels. An ODE solver is applied to solve the resultant ODEs. Shape parameter which decides the shape of the radial basis function plays a significant role in the solution. A cross-validation technique which is the extension of the statistical approach leave-one-out-cross-validation is used to find the shape parameter value. The presented method is demonstrated with the help of numerical results which shows a good understanding with the exact solution. The stability of the proposed method is demonstrated with the help of the eigenvalues method numerically. |
topic |
fn equation radial basis function meshless |
url |
https://www.ijmems.in/volumes/volume5/number6/110-IJMEMS-20-20-5-6-1488-1497-2020.pdf |
work_keys_str_mv |
AT geetaarora radialbasisfunctionpseudospectralmethodforsolvingstandardfitzhughnagumoequation AT gurpreetsinghbhatia radialbasisfunctionpseudospectralmethodforsolvingstandardfitzhughnagumoequation |
_version_ |
1724488971415715840 |