Study of Different Replica Placement and Maintenance Strategies in Data Grid

R. Rahman, K. Barker, R. Alhajj
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引用次数: 27

Abstract

Data replication is an excellent technique to move and cache data close to users. By replication, data access performance can be improved dramatically. One of the challenges in data replication is to select the candidate sites where replicas should be placed. We use a multi-objective model to address the replica placement problem. The multi-objective model considers the objectives of p-median and p-center models simultaneously to select the candidate sites that will host replicas. The objective of the p-median model is to find the locations of p possible candidate replication sites by optimizing total (or average) response time; where the p-center model finds p candidate sites by optimizing maximum response time. A grid environment is highly dynamic so user requests and network latency vary constantly. Therefore, candidate sites currently holding replicas may not be the best sites to fetch replica on subsequent requests. We propose a dynamic replica maintenance algorithm that re-allocates to new candidate sites if a performance metric degrades significantly over last K time periods. Simulation results demonstrate that the dynamic maintenance algorithm with multi-objective static placement decision performs best in dynamic environments like data grids.
数据网格中不同副本放置与维护策略的研究
数据复制是将数据移动和缓存到用户附近的一种优秀技术。通过复制,可以显著提高数据访问性能。数据复制中的挑战之一是选择应该放置副本的候选站点。我们使用多目标模型来解决副本放置问题。多目标模型同时考虑p中值和p中心模型的目标,以选择将承载副本的候选站点。p-median模型的目标是通过优化总(或平均)响应时间来找到p个可能的候选复制位点的位置;其中p-center模型通过优化最大响应时间找到p个候选站点。网格环境是高度动态的,因此用户请求和网络延迟不断变化。因此,当前持有副本的候选站点可能不是在后续请求中获取副本的最佳站点。我们提出了一种动态副本维护算法,如果性能指标在过去K个时间段内显著下降,该算法将重新分配给新的候选站点。仿真结果表明,多目标静态布局决策的动态维护算法在数据网格等动态环境下性能最好。
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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