DocumentCode :
2446785
Title :
Solving large sparse linear systems in a grid environment using Java
Author :
Couturier, Raphaël ; Jézéquel, Fabienne
Author_Institution :
Lab. d´´Inf., Univ. de Franche-Comte, Belfort, France
fYear :
2010
fDate :
19-23 April 2010
Firstpage :
1
Lastpage :
7
Abstract :
In this paper, we show how to solve large sparse linear systems in a grid environment using the Java language and the MPJ library for communication. We describe a parallel version of the GMRES method which takes into account the sparsity of the matrix for message exchanges among processors. Two implementations are compared: one in Java using MPJ and one in C using MPI. The performance of both codes is also compared with that of the PETSc library. Experiments have been carried out using the GRID´5000 platform, on the one hand, on a local cluster, and, on the other hand, on clusters located in distant geographical sites. It is noticeable that the performance of our solver in Java is comparable to the same solver written in C and also to the PETSc library. Our solver in Java allowed us to solve sparse systems of size up to 2 billions with two geographically distant sites.
Keywords :
C language; Java; algorithm theory; application program interfaces; grid computing; linear systems; message passing; software libraries; sparse matrices; C language; GMRES method; Java; MPI; MPJ library; PETSc library; grid computing; message exchange; message passing in Java; sparse linear system; sparse matrix; Computer applications; Grid computing; Iterative methods; Java; Large-scale systems; Libraries; Linear systems; Message passing; Sparse matrices; Switches; GMRES method; Java language; Message Passing in Java (MPJ); grid computing; iterative method; performance evaluation; sparse linear solver;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel & Distributed Processing, Workshops and Phd Forum (IPDPSW), 2010 IEEE International Symposium on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4244-6533-0
Type :
conf
DOI :
10.1109/IPDPSW.2010.5470713
Filename :
5470713
Link To Document :
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