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Fuzzy logic-based VM selection strategy for cloud environment

机译:云环境下基于模糊逻辑的虚拟机选择策略

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摘要

In dynamic virtual machine consolidation (DVMC), when a host is overloaded, a list of virtual machines (VMs) must be selected to migrate. VM selection strategy has a substantial impact on the performance of DVMC algorithm, and a good number of strategies have been proposed in the literature. As different VM selection approaches offer distinct advantages, we explore and apply fuzzy logic in this research to innovate a new VM selection method which will provide a balanced and better result in all quality of service (QoS) measures. With this goal, we have designed the fuzzy VM selection using three metrics. We have devised the membership functions and inference rules based on the real cloud workload data, e.g., PanetLab. We implement our novel fuzzy VM selection method in CloudSim toolkit and compare the performance with the existing methods. Simulation results demonstrate a balanced performance by trading off power and QoS parameters.
机译:在动态虚拟机整合(DVMC)中,当主机过载时,必须选择虚拟机(VM)列表以进行迁移。虚拟机选择策略对DVMC算法的性能有重大影响,文献中提出了许多策略。由于不同的VM选择方法具有明显的优势,因此我们在本研究中探索并应用模糊逻辑来创新一种新的VM选择方法,该方法将在所有服务质量(QoS)措施中提供平衡且更好的结果。为了这个目标,我们使用三个指标设计了模糊VM选择。我们已经根据真实的云工作负载数据(例如PanetLab)设计了成员函数和推理规则。我们在CloudSim工具箱中实现了我们新颖的模糊VM选择方法,并将性能与现有方法进行了比较。仿真结果通过权衡功率和QoS参数证明了均衡的性能。

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