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Planning virtual infrastructures for time critical applications with multiple deadline constraints

机译:针对具有多个截止日期限制的时间紧迫的应用程序规划虚拟基础架构

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摘要

Executing time critical applications within cloud environments while satisfying execution deadlines and response time requirements is challenging due to the difficulty of securing guaranteed performance from the underlying virtual infrastructure. Cost-effective solutions for hosting such applications in the Cloud require careful selection of cloud resources and efficient scheduling of individual tasks. Existing solutions for provisioning infrastructures for time constrained applications are typically based on a single global deadline. Many time critical applications however have multiple internal time constraints when responding to new input. In this paper we propose a cloud infrastructure planning algorithm that accounts for multiple overlapping internal deadlines on sets of tasks within an application workflow. In order to better compare with existing work, we adapted the IC-PCP algorithm and then compared it with our own algorithm using a large set of workflows generated at different scales with different execution profiles and deadlines. Our results show that the proposed algorithm can satisfy all overlapping deadline constraints where possible given the resources available, and do so with consistently lower host cost in comparison with IC-PCP.
机译:在云环境中执行时间紧迫的应用程序,同时满足执行期限和响应时间的要求,具有挑战性,因为很难从底层虚拟基础架构中确保性能保证。要在云中托管此类应用程序的经济高效的解决方案,需要仔细选择云资源并有效安排各个任务。用于为时间受限的应用程序配置基础结构的现有解决方案通常基于单个全局截止日期。但是,许多时间紧迫的应用程序在响应新输入时具有多个内部时间限制。在本文中,我们提出了一种云基础架构计划算法,该算法考虑了应用程序工作流中的任务集上多个重叠的内部期限。为了更好地与现有工作进行比较,我们对IC-PCP算法进行了调整,然后将其与我们自己的算法进行了比较,使用了以不同规模,不同执行配置文件和期限生成的大量工作流。我们的结果表明,所提出的算法可以在给定可用资源的情况下尽可能满足所有重叠的期限约束,并且与IC-PCP相比,始终可以降低主机成本。

著录项

  • 来源
    《Future generation computer systems》 |2017年第10期|365-375|共11页
  • 作者单位

    Institute for Informatics, University of Amsterdam, The Netherlands,China National Digital Switching System Engineering and Technological Research and Development Center, China;

    Institute for Informatics, University of Amsterdam, The Netherlands;

    Institute for Informatics, University of Amsterdam, The Netherlands;

    Institute for Informatics, University of Amsterdam, The Netherlands;

    Institute for Informatics, University of Amsterdam, The Netherlands;

    China National Digital Switching System Engineering and Technological Research and Development Center, China;

    Institute for Informatics, University of Amsterdam, The Netherlands;

    Institute for Informatics, University of Amsterdam, The Netherlands;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Cloud computing; Workflow planning; Time critical; Multiple deadline; Partial critical path; QoS;

    机译:云计算;工作流程规划;时间紧迫;多个截止日期;部分关键路径;服务质量;

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