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Dependable Grid Workflow Scheduling Based on Resource Availability

机译:基于资源可用性的可靠网格工作流调度

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摘要

Due to the highly dynamic feature, dependable workflow scheduling is critical in the Grid environment. Various scheduling algorithms have been proposed, but seldom consider the resource reliability. Current Grid systems mainly exploit fault tolerance mechanism to guarantee the dependable workflow execution, which, however, wastes system resources. The paper proposes a dependable Grid workflow scheduling system (called DGWS). It introduces a Markov Chain-based resource availability prediction model. Based on the model, a reliability cost driven workflow scheduling algorithm is presented. The performance evaluation results, including the simulation on both parametric randomly generated DAGs and two real scientific workflow applications, demonstrate that compared to present workflow scheduling algorithms, DGWS improves the success ratio of tasks and diminishes the makespan of workflow, so improves the dependability of workflow execution in the dynamic Grid environments.
机译:由于高度动态的功能,可靠的工作流调度在Grid环境中至关重要。已经提出了各种调度算法,但是很少考虑资源可靠性。当前的网格系统主要利用容错机制来保证可靠的工作流执行,但是这浪费了系统资源。本文提出了一种可靠的Grid工作流调度系统(称为DGWS)。引入了基于马尔可夫链的资源可用性预测模型。基于该模型,提出了一种由可靠性成本驱动的工作流调度算法。性能评估结果(包括对参数随机生成的DAG和两个实际科学工作流应用程序的仿真)表明,与现有的工作流调度算法相比,DGWS提高了任务的成功率并减小了工作流的跨度,从而提高了工作流的可靠性在动态Grid环境中执行。

著录项

  • 来源
    《Journal of Grid Computing》 |2013年第1期|47-61|共15页
  • 作者单位

    School of Information Engineering Zhengzhou University">(1);

    Services Computing Technology and System Lab Cluster and Grid Computing Lab Huazhong University of Science and Technology">(2);

    Services Computing Technology and System Lab Cluster and Grid Computing Lab Huazhong University of Science and Technology">(2);

    Services Computing Technology and System Lab Cluster and Grid Computing Lab Huazhong University of Science and Technology">(2);

    School of Information Engineering Zhengzhou University">(1);

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Grid; Workflow scheduling; Dependability; Markov;

    机译:网格;工作流程安排;可靠性;马可夫;

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