两步无除法高斯消去的并行算法和体系结构

S. Peng, S. Sedukhin
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引用次数: 6

摘要

考虑了用两步无除法高斯消去法求解线性系统的最优阵列处理器的设计。两步法在数值稳定性方面避开了一步法。尽管两步法在每次迭代时需要相当复杂的计算,但我们开发了一种创新的并行算法,其数据依赖图满足规则性和局部性的要求。然后,采用系统的方法研究了线性时空调度下的所有允许解集,得到了二维阵列处理器的最优解。就所使用的处理元素的数量而言,阵列处理器是最优的。
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Parallel algorithm and architectures for two-step division-free Gaussian elimination
The design of optimal array processors for solving linear systems using two-step division-free Gaussian elimination method is considered. The two-step method circumvents the one-step one in terms of numerical stability. In spite of the rather complicated computations needed at each iteration of the two-step method, we develop an innovative parallel algorithm whose data dependency graph meets the requirements for regularity and locality. Then we derive two-dimensional array processors by adopting a systematic approach to investigate the set of all admissible solutions and obtain the optimal array processors under linear time-space scheduling. The array processors is optimal in terms of the number of processing elements used.
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