Cluster-Based Distributed Algorithms for Very Large Linear Equations

被引:0
|
作者
古志民 [1 ]
MARTA Kwiatkowska [2 ]
付引霞 [1 ]
机构
[1] School of Computer Science and Technology, Beijing Institute of Technology, Beijing 100081, China
[2] School of Computer Science, University of Birmingham, Birmingham B15 2TT, United Kingdom
关键词
Gaussian elimination; partition; cluster-based distributed computing;
D O I
10.15918/j.jbit1004-0579.2006.01.016
中图分类号
TP301.6 [算法理论];
学科分类号
081202 ;
摘要
In many applications such as computational fluid dynamics and weather prediction, as well as image processing and state of Markov chain etc., the grade of matrix n is often very large, and any serial algorithm cannot solve the problems. A distributed cluster-based solution for very large linear equations is discussed, it includes the definitions of notations, partition of matrix, communication mechanism, and a master-slaver algorithm etc., the computing cost is O(n3/N), the memory cost is O(n2/N), the I/O cost is O(n2/N), and the communication cost is O(Nn), here, N is the number of computing nodes or processes. Some tests show that the solution could solve the double type of matrix under 106×106 effectively.
引用
收藏
页码:66 / 70
页数:5
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