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Improving network systems performance by clustering distributed database sites

机译:通过群集分布式数据库站点来提高网络系统性能

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摘要

Clustering network sites is a vital issue in parallel and distributed database systems DDBS. Grouping distributed database network sites into clusters is considered an efficient way to minimize the communication time required for query processing. However, clustering network sites is still an open research problem since its optimal solution is NP-complete. The main contribution in this field is to find a near optimal solution that groups distributed database network sites into disjoint clusters in order to minimize the communication time required for data allocation. Grouping a large number of network sites into a small number of clusters effectively increases the transaction response time, results in better data distribution, and improves the distributed database system performance. We present a novel algorithm for clustering distributed database network sites based on the communication time as database query processing is time dependent. Extensive experimental tests and simulations are conducted on this clustering algorithm. The experimental and simulation results show that a better network distribution is achieved with significant network servers load balance and network delay, a minor communication time between network sites is realized, and a higher distributed database system performance is recognized.
机译:在并行和分布式数据库系统DDBS中,对网站进行群集是一个至关重要的问题。将分布式数据库网络站点分组到群集中被认为是使查询处理所需的通信时间最小化的有效方法。但是,群集站点仍然是一个开放的研究问题,因为其最佳解决方案是NP完全的。该领域的主要贡献是找到一种接近最佳的解决方案,该解决方案将分布式数据库网络站点分组为不相交的群集,以最大程度地减少数据分配所需的通信时间。将大量的网络站点分组为少量的群集可以有效地增加事务响应时间,导致更好的数据分发,并提高分布式数据库系统的性能。我们提出了一种基于通信时间对分布式数据库网络站点进行聚类的新颖算法,因为数据库查询处理是时间相关的。在此聚类算法上进行了广泛的实验测试和模拟。实验和仿真结果表明,在显着的网络服务器负载平衡和网络延迟的情况下,可以实现更好的网络分布,实现站点之间的通信时间较短,并且可以识别出更高的分布式数据库系统性能。

著录项

  • 来源
    《The Journal of Supercomputing》 |2012年第1期|p.249-267|共19页
  • 作者

    Ismail Hababeh;

  • 作者单位
  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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