Solution of Large Scale Matrix Inversion on Cluster and Grid

被引:4
|
作者
Shang, Ling [1 ,2 ,3 ]
Wang, Zhijian [1 ]
Petiton, Serge G. [2 ,3 ]
Xu, Feng [1 ,4 ]
机构
[1] Hohai Univ, Coll Comp & Informat Engn, Nanjing, Peoples R China
[2] Univ Sci & Technol, Lab Informat Fondamentale Lille, Lille, France
[3] INRIA Futurs, Grand Large Team, Bordeaux, France
[4] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing, Jiangsu, Peoples R China
关键词
D O I
10.1109/GCC.2008.18
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Large scale matrix inversion has been used in many domains and block-based Gauss-Jordan (G-J) algorithm as a classical method of large matrix inversion has become the focus of many researchers. Many people show us their parallel version of G-J. But the large parallel granularity in those algorithms restricts the performance of parallel block-based G-J algorithm, especially in the cluster environment consisting of PCs or workstations. This paper presents a fine-grained parallel G-J algorithm to settle the problem presented above. Experiments are made based on YML a framework which enables using different middleware to make large scale parallel computing for its feathers of components reuse, easy programmability for non-computer professionals. Cluster and Grid environments are based on Grid'5000 platform, France. Experiments show us that the better performance of fine-grained parallel G-J algorithm and YML though overhead existing is a good solution for large scale parallel computing.
引用
收藏
页码:33 / +
页数:2
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