Resource Management in Cloud Data Centers: A Survey

Khaoula Braiki, H. Youssef
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引用次数: 18

Abstract

Cloud computing faces many challenges which constitute research problems. The key challenge is to achieve good resource management that will result in minimum energy consumption. This problem has been the subject of extensive research. In this paper, we report major solutions to the existing work proposed for the infrastructure cloud. We categorize these solutions based on approach optimization, used methods, and objective models. The latter are introduced by mathematical formulations that may be classified as mono-objective and multi-objective formulations. Typically, the single objective takes into account energy. Whereas, the multi-objective considers others, like resource utilization. Extensive simulation, using cloudsim, shows that the multi-objective formulations provide significant improvement than the mono-objective ones. Indeed, the results show an improvement of as much as 12% in the average energy consumption and 15% in the average resource utilization.
云数据中心中的资源管理:调查
云计算面临着许多挑战,这些挑战构成了研究问题。关键的挑战是实现良好的资源管理,从而将能源消耗降到最低。这个问题一直是广泛研究的主题。在本文中,我们报告了针对基础设施云提出的现有工作的主要解决方案。我们根据方法优化、使用方法和目标模型对这些解决方案进行分类。后者是通过数学公式引入的,可分为单目标和多目标公式。通常,单一目标会考虑能量。而多目标则考虑其他因素,如资源利用。使用cloudsim进行了大量的仿真,结果表明多目标公式比单目标公式有显著的改进。事实上,结果显示,平均能源消耗和平均资源利用率分别提高了12%和15%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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