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A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method

It is very time consuming to solve fractional differential equations. The computational complexity of two-dimensional fractional differential equation (2D-TFDE) with iterative implicit finite difference method is O(M (x) M (y) N (2)). In this paper, we present a parallel algorithm for 2D-TFDE and gi...

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Detalles Bibliográficos
Autores principales: Gong, Chunye, Bao, Weimin, Tang, Guojian, Jiang, Yuewen, Liu, Jie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3972955/
https://www.ncbi.nlm.nih.gov/pubmed/24744680
http://dx.doi.org/10.1155/2014/219580
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author Gong, Chunye
Bao, Weimin
Tang, Guojian
Jiang, Yuewen
Liu, Jie
author_facet Gong, Chunye
Bao, Weimin
Tang, Guojian
Jiang, Yuewen
Liu, Jie
author_sort Gong, Chunye
collection PubMed
description It is very time consuming to solve fractional differential equations. The computational complexity of two-dimensional fractional differential equation (2D-TFDE) with iterative implicit finite difference method is O(M (x) M (y) N (2)). In this paper, we present a parallel algorithm for 2D-TFDE and give an in-depth discussion about this algorithm. A task distribution model and data layout with virtual boundary are designed for this parallel algorithm. The experimental results show that the parallel algorithm compares well with the exact solution. The parallel algorithm on single Intel Xeon X5540 CPU runs 3.16–4.17 times faster than the serial algorithm on single CPU core. The parallel efficiency of 81 processes is up to 88.24% compared with 9 processes on a distributed memory cluster system. We do think that the parallel computing technology will become a very basic method for the computational intensive fractional applications in the near future.
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spelling pubmed-39729552014-04-17 A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method Gong, Chunye Bao, Weimin Tang, Guojian Jiang, Yuewen Liu, Jie ScientificWorldJournal Research Article It is very time consuming to solve fractional differential equations. The computational complexity of two-dimensional fractional differential equation (2D-TFDE) with iterative implicit finite difference method is O(M (x) M (y) N (2)). In this paper, we present a parallel algorithm for 2D-TFDE and give an in-depth discussion about this algorithm. A task distribution model and data layout with virtual boundary are designed for this parallel algorithm. The experimental results show that the parallel algorithm compares well with the exact solution. The parallel algorithm on single Intel Xeon X5540 CPU runs 3.16–4.17 times faster than the serial algorithm on single CPU core. The parallel efficiency of 81 processes is up to 88.24% compared with 9 processes on a distributed memory cluster system. We do think that the parallel computing technology will become a very basic method for the computational intensive fractional applications in the near future. Hindawi Publishing Corporation 2014-03-12 /pmc/articles/PMC3972955/ /pubmed/24744680 http://dx.doi.org/10.1155/2014/219580 Text en Copyright © 2014 Chunye Gong et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Gong, Chunye
Bao, Weimin
Tang, Guojian
Jiang, Yuewen
Liu, Jie
A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method
title A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method
title_full A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method
title_fullStr A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method
title_full_unstemmed A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method
title_short A Parallel Algorithm for the Two-Dimensional Time Fractional Diffusion Equation with Implicit Difference Method
title_sort parallel algorithm for the two-dimensional time fractional diffusion equation with implicit difference method
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3972955/
https://www.ncbi.nlm.nih.gov/pubmed/24744680
http://dx.doi.org/10.1155/2014/219580
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