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A heuristics-based VM allocation mechanism for cloud data centers

机译:基于启发式的云数据中心虚拟机分配机制

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摘要

Live migration, which allows virtual machines (VMs) to move across distinct physical hosts, is widely adopted for realizing energy saving and load balancing in modern Cloud data centers. However, putting VMs with high correlations on their CPU utilization patterns onto the same host is very likely to trigger overloading incidents and commit Service Level Agreements (SLA) violations, even when the host has not yet reached its critical limits. To avoid such SLA violations and to maintain a low energy consumption, this work proposes a heuristics-based VM allocation mechanism. Under the proposed mechanism, VMs showing high CPU utilization correlations to other co-located peers and hosts with extreme utilization values are both assigned with high heuristic values. VMs with high heuristic values are therefore less preferred to be co-located onto a host that has a high heuristic value. Performance of the proposed mechanism was evaluated using CloudSim with real-world workload data. Simulation results show that when comparing with other existing mechanisms, the proposed idea can further reduce both energy consumption and SLA violations.
机译:实时迁移使虚拟机(VM)可以在不同的物理主机之间移动,被广泛采用以实现现代Cloud数据中心的节能和负载平衡。但是,即使在主机尚未达到其关键限制的情况下,将具有高度相关性的VM与其CPU利用率模式相关联的VM置于同一主机上也很可能触发过载事件并违反服务级别协议(SLA)。为避免此类违反SLA并保持低能耗,这项工作提出了一种基于启发式的VM分配机制。在提出的机制下,向与其他共同定位的对等方和具有极高利用率值的主机显示高CPU利用率相关性的VM均分配有高启发式值。因此,具有较高启发式值的VM不太可能被共置到具有较高启发式值的主机上。使用CloudSim和实际工作负载数据评估了所提出机制的性能。仿真结果表明,与其他现有机制相比,该提议可以进一步降低能耗和违反SLA的行为。

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