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Hybrid soft computing approach for energy efficiency in cloud computing

机译:混合软计算方法可提高云计算的能效

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In the recent years, the extensive use of cloud computing in IT industry has led to excessive consumption of energy in the data centers, which of course, has become a matter of thought. To save energy in cloud data centers, dynamic virtual machine consolidation can be thought of one of the best methods. In this approach, some of the under-loaded physical machines (PMs)are put either into low-power mode or are switched-off with the help of live migration of Virtual Machines(VMs). But the number of migrations may also produce more Carbon dioxide emissions and indirectly much energy is consumed. To avoid this situation, clustering of PMs can be done and these clusters can be assigned to the respective consolidation managers. Consolidation of VM is strictly NP-hard problem, so, we are using the hybrid of metaheuristic optimization algorithms. The hybrid of algorithms is expected to produce better results in terms of number of migrations and energy consumption. This hybrid canbe implemented using various tools like CloudSim embedded with either Eclipse IDE or Netbeans.
机译:近年来,IT行业中云计算的广泛使用导致数据中心能源的过度消耗,这当然已经成为一个思考问题。为了节省云数据中心的能源,可以将动态虚拟机整合视为最佳方法之一。通过这种方法,一些负载不足的物理机(PM)可以进入低功耗模式,或者借助虚拟机(VM)的实时迁移而被关闭。但是迁移的数量也可能产生更多的二氧化碳排放,间接地消耗了很多能量。为了避免这种情况,可以对PM进行群集,并且可以将这些群集分配给相应的合并管理器。 VM的合并严格来说是NP难题,因此,我们使用了混合的元启发式优化算法。预计算法的混合将在迁移数量和能耗方面产生更好的结果。可以使用嵌入Eclipse IDE或Netbeans的各种工具(例如CloudSim)来实现此混合。

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