INTER-VMM:融合虚拟机选择和放置的虚拟机迁移模型
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作者单位:

1.广州华商学院数据科学学院, 广州 511300;2.宁夏大学物理与电子电气工程学院,银川 750021

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国家自然科学基金 (青年基金) (61403219)资助项目;广东省高等学校质量工程特色创新基金(2021KTSCX167)资助项目; 广州华商学院校内导师制科研基金(2021HSDS15)资助项目。


INTER-VMM: An Interrelation Approach in Virtual Machine Selection and Placement for Virtual Machine Migration
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1.School of Date Science, Guangzhou HuaShang College, Guangzhou 511300, China;2.School of Physics and Electronic-Elect rical Engineering, Ningxia University, Yinchuan 750021, China

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    摘要:

    低能量消耗与物理资源的充分利用是绿色云数据中心构造的两个主要目标,需要采用虚拟机迁移模型来完成优化,为此提出了融合虚拟机选择和放置的虚拟机迁移模型INTER-VMM(Interrelation approach in virtual machine migration)。INTER-VMM设计了云数据中心的基于多维物理资源约束的能量消耗模型,是一种将主机负载检测、虚拟机选择及放置结合起来考虑的虚拟机迁移策略。在虚拟机选择中采用HPS(High CPU utilization selection)选择法,选择超负载物理主机上CPU利用率最高的一个虚拟机,让其进入候选迁移虚拟机列表中。在虚拟机放置中采用空间感知分配(Space aware placement, SAP)放置法,考虑了充分利用物理主机空余空间使用效率的方法。仿真结果表明,INTER-VMM比近几年来常见的虚拟机迁移策略具有更好的性能指标,对云服务提供商具有很好的参考价值。

    Abstract:

    Low energy consumption and full utilization of physical resources are two primary objectives for green cloud data construction, so a virtual machine migration model is required to complete the optimization. An interrelation approach in virtual machine migration(INTER-VMM) is proposed in this paper, which interrelated virtual machine selection and its placement. An energy consumption model based on multi-dimensional physical resources for cloud data centers is designed in INTER-VMM. It is a virtual machine migration strategy combining host detection, virtual machine selection and its placement. The CPU utilization selection(HPS) is adopted in virtual machine selection, which selects the virtual machine with the highest CPU utilization on the overloaded physical host and lets it enter the list of candidate migration virtual machine. The space aware placement (SAP) is adopted in virtual machine placement, considering the method of making full use of the spare time of the physical host. Simulation results show that INTER-VMM has better performance indices than those of common virtual machine migration strategies in recent years, which is valuable for cloud service providers.

    表 5 INTER-VMM虚拟机迁移策略性能比较对象Table 5 INTER-VMM performance comparison objects
    表 7 各类虚拟机迁移策略的迁移次数比较Table 7 Migration times of different virtual machine migration strategies
    表 9 各类虚拟机迁移策略的联合指标ESVTable 9 Joint indicator ESV of different virtual machine migration strategies
    表 2 云数据中心物理主机硬件配置Table 2 Hardware configuration of physical host in cloud data centers
    表 8 各类虚拟机迁移策略的SLA违规率比较Table 8 SLA violation comparison of different virtual machine migration strategies
    表 6 云数据中心总体能量消耗性能比较Table 6 Total energy consumption comparison in cloud data centers
    表 3 INTER-VMM虚拟机迁移模型配置参数表Table 3 Configuration parameters of INTER-VMM
    图1 INTER-VMM虚拟机迁移模型的依托环境Fig.1 Working environment of INTER-VMM
    图2 INTER-VMM虚拟机迁移模型的模块划分Fig.2 Module division of INTER-VMM
    图3 INTER-VMM中的虚拟机选择策略HPSFig.3 HPS strategy in INTER-VMM
    图4 INTER-VMM中的虚拟机放置策略SAPFig.4 SAP strategy in INTER-VMM
    表 4 INTER-VMM虚拟机迁移模型运行时间Table 4 Running time of INTER-VMM
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徐胜超,宋娟,潘欢. INTER-VMM:融合虚拟机选择和放置的虚拟机迁移模型[J].数据采集与处理,2021,36(5):1007-1019

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  • 收稿日期:2020-12-18
  • 最后修改日期:2021-01-31
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  • 在线发布日期: 2021-10-22