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A novel fault-tolerant task scheduling algorithm for computational grids

机译:一种新型的计算网格容错任务调度算法

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摘要

A computational grid is a hardware and software infrastructure that provides consistent, dependable, pervasive and expensive access to high-end computational capabilities in a multi-institutional virtual organization. Computational grids provide computing power needed for execution of tasks. Scheduling the task in computing grid is an important problem. To select and assign the best resources for task, we need a good scheduling algorithm in grids. As grids typically consist of strongly varying and geographically distributed resources, choosing a fault-tolerant computational resource is an important issue. The main scheduling strategy of most fault-tolerant scheduling algorithms depends on the response time and fault indicator when selecting a resource to execute a task. In this paper, a scheduling algorithm is proposed to select the resource, which depends on a new factor called Scheduling Success indicator (SSI). This factor consists of the response time, success rate and the predicted Experience of grid resources. Whenever a grid scheduler has tasks to schedule on grid resources, it uses the Scheduling Success indicator to generate the scheduling decisions. The main scheduling strategy of the Fault-tolerant algorithm is to select resources that have lowest tendency to fail and having more experience in task execution. Extensive experiment simulations are conducted to quantify the performance of the proposed algorithm on GridSim. GridSim is a Java based discrete-event Grid simulation toolkit. Experiments have shown that the proposed algorithm can considerably improve grid performance in terms of throughput, failure tendency and worth.
机译:计算网格是一种硬件和软件基础结构,可为多机构虚拟组织中的高端计算功能提供一致,可靠,普遍且昂贵的访问。计算网格提供执行任务所需的计算能力。在计算网格中计划任务是一个重要的问题。为了选择和分配最佳任务资源,我们需要一个良好的网格调度算法。由于网格通常由变化很大且地理位置分散的资源组成,因此选择容错计算资源是一个重要的问题。大多数容错调度算法的主要调度策略取决于选择执行任务的资源时的响应时间和故障指示符。在本文中,提出了一种调度算法来选择资源,该算法取决于一个称为调度成功指示符(SSI)的新因素。该因素包括响应时间,成功率和网格资源的预期体验。每当网格调度程序有要在网格资源上调度的任务时,它都会使用“调度成功”指示器来生成调度决策。容错算法的主要调度策略是选择具有最低失败倾向并且在任务执行方面具有更多经验的资源。进行了广泛的实验仿真,以量化该算法在GridSim上的性能。 GridSim是一个基于Java的离散事件Grid仿真工具包。实验表明,该算法可以在吞吐量,故障趋势和价值方面大大提高网格性能。

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