层次数据网格中受欢迎程度驱动的动态副本放置

Mohammad Shorfuzzaman, P. Graham, Mehmet Rasit Eskicioglu
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引用次数: 19

摘要

数据网格为大规模数据密集型应用程序提供地理上的分布式存储。确保对如此庞大和广泛分布的数据集的有效访问受到高延迟的阻碍。为了加快数据访问速度,数据网格系统在多个位置复制数据,以便用户可以从附近的站点访问数据。除了减少数据访问时间外,复制的目的还在于有效利用网络和存储资源。虽然复制是一种众所周知的技术,但在数据网格环境中,副本放置问题还没有得到广泛的研究。为了从复制中获得最佳可能的收益,对副本的策略性放置至关重要。在网格环境中,资源可用性、网络延迟和用户请求可能会有所不同。为了解决这些问题,需要一个适应动态行为的放置策略。本文提出了一种基于当前流行的基于文件的分层数据网格动态副本放置算法。我们的目标是将副本放置在靠近客户端的位置,以减少访问时间,同时有效地使用网络和存储,从而有效地平衡存储成本和访问延迟。我们使用OptorSim对我们的算法进行了评估,结果表明我们的方法在访问时间和带宽方面优于其他技术。
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Popularity-Driven Dynamic Replica Placement in Hierarchical Data Grids
Data grids provide geographically distributed storage for large-scale data-intensive applications. Ensuring efficient access to such large and widely distributed datasets is hindered by high latencies. To speed up data access, data grid systems replicate data in multiple locations so a user can access the data from a nearby site. In addition to reducing data access time, replication also aims to use network and storage resources efficiently. While replication is a well-known technique, the problem of replica placement has not been widely studied for data grid environments. To obtain the best possible gains from replication, strategic placement of the replicas is critical. In a grid environment resource availability, network latency, and userspsila requests can vary. To address these issues a placement strategy is needed that adapts to dynamic behavior. This paper proposes a new dynamic replica placement algorithm for hierarchical data grids based on file ldquopopularityrdquo. Our goal is to place replicas close to the clients to reduce access time while using the network and storage efficiently thereby effectively balancing storage cost and access latency. We evaluate our algorithm using OptorSim which shows that our approach outperforms other techniques in terms of access time and bandwidth used.
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