Data Center Energy Consumption Models and Energy Efficient Algorithms
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摘要: 近年来,云计算技术发展迅猛.作为云计算的物理平台和重要基础设施,数据中心的数量和规模都得到了前所未有的发展.与此同时,数据中心极低的资源利用率和巨大的能耗问题日益突出,数据中心能效的研究已经成为了近年来学术界与工业界关注的热点.针对数据中心能效的基本问题,研究了基于资源和任务调度的数据中心节能关键技术,从能效模型与能效算法的角度总结了数据中心服务器系统与网络系统的节能研究进展和最新成果,涵盖能效分析、能耗模型、分类标准和策略算法4个方面,并且展望了数据中心能效优化研究的发展趋势.Abstract: With the rapid development of cloud computing and virtualization technology, the number as well as the scale of data centers are growing rapidly around the world, which results in huge energy consumption of data centers. At the same time, however, the resource utilization of data centers are very low, leading to a lot of waste of energy. Due to the contradiction between huge energy consumption and extreme low resource utilization in data centers, optimizing the energy efficiency of data centers has become a hot topic in both academic and industrial fields in recent years. Aiming at the basic problem of energy efficiency in data center, we study the key technology of energy saving in data center based on resource and task scheduling. From the view of energy efficiency model and energy efficiency algorithm, the research progress and the latest achievement of energy efficiency in data center are summarized, mainly on server system and network system. This paper firstly decomposes and analyzes the data center energy consumption sources. Then the typical energy consumption models and classification standard are introduced. Based on the models and the standard, the strategy algorithms are summarized. The development trend of energy efficiency optimization in data center is also prospected.
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Keywords:
- high-efficiency /
- data center /
- system model /
- energy efficient algorithm /
- optimization
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