带状线性系统的并行算法

S. Rao, P. Dutt, M. K. Kadalbajoo
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引用次数: 2

摘要

交替象限联锁分解(AQIF)的直接并行方法对于线性系统Ax = b的通解,引入了A = WZ (Rao, Parallel Algorithms and Applications, 4,1 -20, 1994)。矩阵W和Z在乘法和反转下是封闭的。本文将AQIF与划分法结合,用于带状线性系统的求解。各块系数矩阵的AQIF具有如下性质:当A以半带宽β带状化时,ei (en - I+ 11≤I≤β)生成的空间在变换W下不变,在变换W - 1下不变,其中ej表示n维单位向量,I在第j位,其他位置为0,系数矩阵Z的解过程由第一个和最后一个未知数向中间未知数推进。AQIF的这些特性可以帮助我们解耦分区系统,以便在解决“简化系统”问题时进行并行执行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A PARALLEL ALGORITHM FOR BANDED LINEAR SYSTEM
A direct parallel method called Alternate Quadrant Interlocking Factorization (AQIF); A = WZ, is introduced (Rao, Parallel Algorithms and Applications, 4, 1-20, 1994) for the general solution of the linear system Ax = b. The matrices W and Z are closed under multiplication and inversion. In this paper AQIF is used with partition method for the solution of the banded linear system. The AQIF of the coefficient matrix in each block has the properties that when A is banded with the semibandwidth β, the space generated by ei, en−I+1 1≤i≤β, is invariant under the transformation W, so is invariant under the transformation W −1, where ej denotes n dimensional unit vector with I in jth position and 0's elsewhere and the solution process with the coefficient matrix Z proceeds from the first and last unknowns towards middle ones. These properties of AQIF help us to decouple the partitioned systems for the parallel execution once ‘reduced system’ is solved.
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