A parallel view maintenance algorithm for complete consistency

S. A. Fouad, O. Karam, M. El-Sharkawy
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引用次数: 2

Abstract

In recent years, numerous algorithms have been proposed for View Maintenance of Data Warehouses (DWs). Most of these algorithms concentrate on maintaining a complete level of consistency. Transactions containing concurrent updates with parallel View Maintenance complicate the consistency problem. The PVM-MED WRAP algorithm is an efficient parallel DW View Maintenance algorithm that manipulates concurrent updates in a distributed multi-relation sources environment. However, this algorithm only ensures the Convergence level of consistency. This paper extends the PVM-MED WRAP algorithm to achieve the Complete level of consistency, and presents a scalable architecture for the proposed algorithm Simulation results demonstrate that extending the P VMMEDWRAP algorithm to achieve the Complete level of consistency limits the maximal parallelism feature, and hence decreases the performance improvement of the system. But this is the price in terms ofperformance in order to achieve fhe Complete level of consistency.
一种完全一致性的并行视图维护算法
近年来,针对数据仓库的视图维护提出了许多算法。这些算法大多集中于保持完全的一致性。包含并行视图维护的并发更新的事务使一致性问题复杂化。PVM-MED WRAP算法是一种高效的并行DW视图维护算法,用于处理分布式多关系源环境下的并发更新。然而,该算法只保证了一致性的收敛程度。本文对PVM-MED WRAP算法进行了扩展,以实现完全一致性,并给出了该算法的可扩展架构。仿真结果表明,扩展PVM-MED WRAP算法以实现完全一致性限制了最大并行度特征,从而降低了系统的性能提升。但这是性能方面的代价,以达到完全的一致性水平。
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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