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QoS-aware, access-efficient, and storage-efficient replica placement in grid environments

机译:网格环境中具有QoS意识,访问效率和存储效率的副本放置

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摘要

In this paper, we study the quality-of-service (QoS)-aware replica placement problem in grid environments. Although there has been much work on the replica placement problem in parallel and distributed systems, most of them concern average system performance and have not addressed the important issue of quality of service requirement. In the very few existing work that takes QoS into consideration, a simplified replication model is assumed; therefore, their solution may not be applicable to real systems. In this paper, we propose a more realistic model for replica placement, which consider storage cost, update cost, and access cost of data replication, and also assumes that the capacity of each replica server is bounded. The QoS-aware replica placement is NP-complete even in the simple model. We propose two heuristic algorithms, called greedy remove and greedy add to approximate the optimal solution. Our extensive experiment results demonstrate that both greedy remove and greedy add find a near-optimal solution effectively and efficiently. Our algorithms can also adapt to various parallel and distributed environments.
机译:在本文中,我们研究了网格环境中服务质量(QoS)感知的副本放置问题。尽管在并行和分布式系统中有许多关于副本放置问题的工作,但是它们大多数涉及平均系统性能,并且没有解决服务质量要求这一重要问题。在很少考虑QoS的现有工作中,采用了简化的复制模型。因此,它们的解决方案可能不适用于实际系统。在本文中,我们提出了一个更实际的副本放置模型,该模型考虑了存储成本,更新成本和数据复制的访问成本,并假设每个副本服务器的容量是有限的。即使在简单模型中,支持QoS的副本放置也是NP完整的。我们提出了两种启发式算法,分别称为贪婪去除和贪婪添加,以近似最优解。我们广泛的实验结果表明,贪婪去除和贪婪添加都能有效地找到接近最优的解决方案。我们的算法还可以适应各种并行和分布式环境。

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