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EATSVM: Energy-Aware Task Scheduling on Cloud Virtual Machines

机译:EATSVM:云虚拟机上的节能任务调度

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The pervasive adoption of cloud computing services and applications at a rapid rate makes the underlying data centers exacerbate the problems like carbon footprint and the operational cost, caused by the energy consumption. Various hardware-centric and software-centric approaches are proposed in the literature to reduce the energy consumption of the cloud data centers. Task scheduling algorithms are software-centric approaches to reduce the energy consumption in cloud computing systems. The majority of these algorithms focus on server consolidation leading to idle servers that reduce energy efficiency optimization. In this paper, we propose an Energy-Aware Task Scheduling algorithm on cloud Virtual Machines (EATSVM) that assigns a task to the VM where the increase in energy consumption is the least, considering both active and idle VMs. The algorithm also takes into consideration the increase in the energy consumption of the already running tasks on the VM due to increase in their execution time, while assigning a new task to that VM. We analyze the performance of our algorithm in a heterogeneous cloud environment with increasing number of tasks and compare the energy-savings of our algorithm with that of Energy Conscious Task Consolidation (ECTC) algorithm. Our experimental results demonstrate that EATSVM achieves energy-saving in a heterogeneous cloud-computing environment.
机译:云计算服务和应用程序的快速普及使底层数据中心加剧了由能耗引起的碳足迹和运营成本等问题。文献中提出了各种以硬件为中心和以软件为中心的方法,以减少云数据中心的能耗。任务调度算法是以软件为中心的方法,可以减少云计算系统中的能耗。这些算法大多数都集中在服务器整合上,导致服务器闲置,从而降低了能效优化。在本文中,我们提出了一种基于云虚拟机(EATSVM)的能源感知任务调度算法,该算法将任务分配给能耗增加最少的VM,同时考虑活动VM和空闲VM。该算法还考虑了由于在虚拟机上已经运行的任务的执行时间增加而导致的能耗增加,同时还向该虚拟机分配了新任务。我们分析了在任务数量不断增加的异构云环境中算法的性能,并比较了该算法与节能意识任务整合(ECTC)算法的节能效果。我们的实验结果表明,EATSVM在异构云计算环境中实现了节能。

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