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New comprehensive model based on virtual clusters and absorbing Markov chains for energy-efficient virtual machine management in cloud computing

机译:基于虚拟群集的新型综合模型,吸收马尔可夫链条云计算节能虚拟机管理

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摘要

Utilizing from energy-aware solutions along with maintaining service-level agreements is one of the most important research issues in cloud computing. In the proposed model, monitoring the status of resources and analysing the obtained data have led to proper placement and consolidation of virtual machines through targeted migrations at the right time. In the virtual machine placement policy, the definition of absorption mode has been used in simulated annealing algorithm in addition to the formation of virtual clusters to prevent from unlimited increase in the length of created Markov chain in any temperature while maintaining the convergence. The results of simulations obtained from various scenarios in CloudSim indicated the proposed model has led to energy savings up to 14.3%, 19% and 21% on low load, average load and high load, respectively, compared to the best understudy algorithm, while the SLA violation has also led to a decrease in all three modes.
机译:利用能量感知解决方案以及维护服务级别协议是云计算中最重要的研究问题之一。在所提出的模型中,监视资源的状态并分析所获得的数据导致通过正确时间的有针对性的迁移来正确放置和整合虚拟机。在虚拟机放置策略中,除了形成虚拟群集之外,吸收模式的定义已经用于模拟退火算法,以防止在任何温度下在任何温度下创建的马尔可夫链长度的无限增加,同时保持收敛。从CloudSim中的各种场景获得的模拟结果表明,与最佳算法相比,所提出的模型在低负荷,平均负载和高负荷上,节能可节省高达14.3%,19%和21%。 SLA违规也导致了所有三种模式的减少。

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