Utility-Based Replication Strategies in Data Grids

Xindong You, G. Chang, Xueyao Chen, Cuihua Tian, Chuan Zhu
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引用次数: 14

Abstract

Providing fast, reliable and transparent access to data to all users within a community is one of the most crucial functions of data management in a grid environment. Replication strategies are regarded as one of the major optimization techniques for reducing access latency, improving data locality, and increasing robustness, scalability, and performance for the data grids. Compared with economy-based strategies implemented in OptorSim, utility-based strategies proposed in this paper, which make "buying" or replacement decision based on the utility model, achieve better performance in job execution cost and storage consumption with the same jobs being finished in three different type data grids. The simulation experiments also show that the larger the test data grid scale is, the more the job execution cost saved, which makes our method have a greater advantage in continuously growing data grids
数据网格中基于实用程序的复制策略
向社区内的所有用户提供快速、可靠和透明的数据访问是网格环境中数据管理的最重要功能之一。复制策略被认为是减少访问延迟、改善数据局域性和增加数据网格的健壮性、可伸缩性和性能的主要优化技术之一。与OptorSim中实现的基于经济性的策略相比,本文提出的基于效用的策略在三种不同类型的数据网格中完成相同的作业时,在作业执行成本和存储消耗方面具有更好的性能。基于效用的策略根据本实用新型做出“购买”或“替换”决策。仿真实验还表明,测试数据网格规模越大,节省的作业执行成本越多,使得我们的方法在不断增长的数据网格中具有更大的优势
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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