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Parallel sort-based matching for data distribution management on shared-memory multiprocessors

机译:基于并行排序的匹配,用于共享内存多处理器上的数据分发管理

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In this paper we consider the problem of identifying intersections between two sets of d-dimensional axis-parallel rectangles. This is a common operation that arises in many agent-based simulation studies, and is of central importance in the context of High Level Architecture (HLA), where it is at the core of the Data Distribution Management (DDM) service. Several realizations of the DDM service have been proposed; however, many of them are either inefficient or inherently sequential. We propose a parallel version of the Sort-Based Matching algorithm for shared-memory multiprocessors. SortBased Matching is one of the most efficient serial algorithms for the DDM problem, but is quite difficult to parallelize because of data dependencies. We describe the algorithm and compute its asymptotic running time; we complete the analysis by assessing its performance and scalability through extensive experiments on two commodity multicore systems based on a dual socket Intel Xeon processor, and a single socket Intel Core i7 processor.
机译:在本文中,我们考虑了识别两组d维轴平行矩形之间的交点的问题。这是许多基于代理的模拟研究中出现的常见操作,并且在高层架构(HLA)的上下文中至关重要,而HLA是数据分发管理(DDM)服务的核心。已经提出了DDM服务的几种实现方式。但是,它们中的许多要么效率低下,要么本质上是顺序的。我们为共享内存多处理器提出了一种基于排序的匹配算法的并行版本。 SortBased Matching是解决DDM问题的最有效的串行算法之一,但是由于数据依赖性,很难并行化。我们描述该算法并计算其渐近运行时间;我们通过在两个基于双插槽Intel Xeon处理器和一个单插槽Intel Core i7处理器的商用多核系统上进行的广泛实验来评估其性能和可扩展性,从而完成分析。

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