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A Scheduling Mechanism for Independent Task in Cloud Computing Environment

机译:云计算环境下独立任务的调度机制

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摘要

Cloud computing can provide Virtual Machine (VM) computing resources to meet the growing computational demands. In this paper, we propose a scheduling strategy based on an Improved Genetic Algorithm (IGA) for independent task in Cloud Computing environment. Especially, the IGA scheduling strategy can shorten the completion time of the tasks with priority as well as total completion time. Our scheduling strategy based on IGA performs better than other original scheduling strategies such as the Random, Rotating and Greedy in open-source platform, which have been proved by the simulation results in the CloudSim toolkit. It also shows the IGA is better robust than the standard GA when the load and computing power are extremely unbalanced.
机译:云计算可以提供虚拟机(VM)计算资源,以满足不断增长的计算需求。在本文中,我们针对云计算环境中的独立任务提出了一种基于改进遗传算法(IGA)的调度策略。特别是,IGA调度策略可以缩短具有优先级的任务的完成时间以及总的完成时间。 CloudSim工具箱中的仿真结果证明,我们基于IGA的调度策略比其他原始调度策略(例如,开源平台中的Random,Rotating和Greedy)表现更好。它还表明,当负载和计算能力非常不平衡时,IGA的稳定性要比标准GA好。

著录项

  • 来源
    《Journal of information and computational science》 |2013年第18期|5945-5953|共9页
  • 作者单位

    School of Computer and Communication Engineering, University of Science and Technology Beijing Beijing 100083, China;

    School of Computer and Communication Engineering, University of Science and Technology Beijing Beijing 100083, China;

    School of Computer and Communication Engineering, University of Science and Technology Beijing Beijing 100083, China;

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

    Cloud Computing; Genetic Algorithm; Task Scheduling; VM;

    机译:云计算;遗传算法任务调度;虚拟机;

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