Scalability analysis of parallel systems with multiple components of work

E. Tambouris, P. V. Santen
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Abstract

The generic fixed-value efficiency (FVE) method is proposed in order to study the scalability of parallel algorithms with multiple components of work. The generic FVE method is based on the isoefficiency method. Unlike isoefficiency, however, this method may be applied to parallel algorithm-machine combinations (parallel systems) where the relationship between the total work and its components is not predetermined by the decomposition method or by any other factor. The objective of the method is to derive the relationships between the total work and its components in order for the efficiency of the parallel system to be preserved. The use of the method is demonstrated by analysing the impact of the sparsity of the input data on the scalability of a static state estimator for power systems.
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具有多个工作组件的并行系统的可伸缩性分析
为了研究多任务并行算法的可扩展性,提出了通用固定值效率方法。通用的FVE方法是在等效率方法的基础上提出的。然而,与等效率不同的是,这种方法可以应用于并行算法-机器组合(并行系统),其中总功与其分量之间的关系不是由分解方法或任何其他因素预先确定的。该方法的目的是推导出总功与其分量之间的关系,以保持并联系统的效率。通过分析输入数据的稀疏性对电力系统静态估计器可扩展性的影响,证明了该方法的应用。
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