Adaptive Algorithm-Based Fault Tolerance for Parallel Computing in Linear Systems

J. Khan, Woei Lin, D. Yun
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引用次数: 2

Abstract

This paper presents a dynamically adaptive stabilization scheme for parallel matrix computation. The scheme performs automatic error detection and correction through inserting redundant, but concurrent tracer computations within the folds of the regular computation. It also eliminates the costly row interchange used in classical pivoting. A fault-tolerant double wavefront matrix algorithmfor a MIMD array multi-processor with toroidal inter connection has been designed to demonstrate the strength of the proposed scheme. This algorithm can compute: i) matrix inverse ii) solution vector to the linear system and Hi) predetermined linear combination of the solution vector from identical algorithmic framework. This efficient tri-solution algorithm excels most other known methods in parallel performance.
基于自适应算法的线性系统并行计算容错
本文提出了一种并行矩阵计算的动态自适应镇定方案。该方案通过在常规计算的折叠中插入冗余但并发的跟踪计算来实现自动错误检测和纠正。它还消除了传统旋转中使用的昂贵的行交换。设计了一种具有环形互连的MIMD阵列多处理器的容错双波前矩阵算法,以证明所提方案的强度。该算法可以计算:i)矩阵逆;ii)线性系统的解向量;Hi)在相同的算法框架下求解向量的预定线性组合。这种高效的三解算法在并行性能上优于大多数其他已知方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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