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An effective scheduling strategy based on hypergraph partition in geographically distributed datacenters

机译:地理分布数据中心中基于超图分区的有效调度策略

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摘要

As the complexity of workflow applications increase, the scheduling and execution of workflow incur more waste of resources. In order to achieve load balancing and reduce the task execution time in the cloud system, an effective scheduling strategy based on hypergraph partition for workflow application in the geographically distributed datacenters is proposed. Firstly, a workflow job scheduling algorithm is proposed, which aims to reduce the response time and considers the cloud state. Besides, the task scheduling algorithm based on the hypergraph partition is designed with the goal of reducing the completion time and energy consumption for the tasks. In addition, the optimal task scheduling strategy can be obtained according to the Dijkstra shortest path algorithm based on Fibonacci heap. Finally, in the experiment, the workflow task scheduling algorithm can optimize the task execution performance and maintain the load balance of the computing nodes in each cloud, so that the average execution time of the tasks and the total energy consumption of the system are minimized. (C) 2020 Published by Elsevier B.V.
机译:随着工作流应用程序复杂性的增加,工作流的调度和执行会导致更多的资源浪费。为了在云系统中实现负载均衡并减少任务执行时间,提出了一种基于超图分区的有效调度策略,用于地理分布数据中心的工作流应用。首先,提出了一种工作流作业调度算法,该算法旨在减少响应时间并考虑云状态。此外,设计了基于超图分区的任务调度算法,以减少任务的完成时间和能耗。另外,根据基于斐波那契堆的Dijkstra最短路径算法,可以获得最优的任务调度策略。最后,在实验中,工作流任务调度算法可以优化任务执行性能并保持每个云计算节点的负载平衡,从而使任务的平均执行时间和系统的总能耗最小。 (C)2020由Elsevier B.V.发布

著录项

  • 来源
    《Computer networks》 |2020年第7期|107096.1-107096.18|共18页
  • 作者

  • 作者单位

    Wuhan Univ Technol Dept Comp Sci Wuhan 430063 Peoples R China|Natl Univ Def Technol Sci & Technol Parallel & Distributed Proc Lab Changsha 410073 Hunan Peoples R China;

    Wuhan Univ Technol Dept Comp Sci Wuhan 430063 Peoples R China;

    Wuhan Univ Sci & Technol Key Lab Met Equipment & Control Technol Minist Educ Wuhan 430081 Peoples R China;

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

    Geographically distributed datacenter; Workflow applications; Hypergraph partition; Scheduling;

    机译:地理分布的数据中心;工作流程应用程序;超图分区;排程;

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