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A study on performance of dynamic file replication algorithms for real-time file access in Data Grids

机译:数据网格中用于文件实时访问的动态文件复制算法的性能研究

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摘要

Real-time Grid applications are emerging in many disciplines of science and engineering. In order to run these applications while meeting the associated real-time constraints with them, the Grid infrastructure should be designed to respect these constraints and allocate its computing, networking, storage, and the other resources accordingly. Furthermore, these applications involve a large number of data intensive jobs and require to access terabytes of data in real-time. On the other hand, a variety of dynamic file replication algorithms were proposed for the best-effort Data Grid environments in an attempt to decrease job completion times and save network bandwidth. Until now, there is no study in the literature which tries to elaborate on the real-time performance of these dynamic file replication algorithms. Based on this motivation, in this study, the performance of eight dynamic replication algorithms are evaluated under various Data Grid settings. For this evaluation, a process oriented and discrete-event driven simulator called DGridSim is developed. A detailed set of simulation studies are conducted using DGridSim and the results obtained are presented to reveal the real-time performance of the dynamic file replication algorithms.
机译:实时网格应用程序正在科学和工程学的许多学科中兴起。为了在运行这些应用程序的同时满足与它们相关的实时约束,网格基础架构应被设计为遵守这些约束并相应地分配其计算,网络,存储和其他资源。此外,这些应用程序涉及大量的数据密集型作业,并且需要实时访问TB级的数据。另一方面,针对尽力而为的数据网格环境,提出了多种动态文件复制算法,以减少作业完成时间并节省网络带宽。到目前为止,没有文献试图详细说明这些动态文件复制算法的实时性能。基于这种动机,在本研究中,在各种数据网格设置下评估了八种动态复制算法的性能。为了进行此评估,开发了一种称为DGridSim的面向过程和离散事件驱动的模拟器。使用DGridSim进行了详细的仿真研究,并给出了获得的结果以揭示动态文件复制算法的实时性能。

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