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面向云网融合的数据中心能效评估方法 被引量:6

Energy Efficiency Evaluation Method of Data Centers for Cloud-Network Integration
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摘要 云网融合的加速发展,既推动着数据中心规模快速增长,也带来了巨大的能源消耗.如何制定合理的数据中心能效评估标准已成为指导数据中心能效提升亟需解决的关键问题.针对单一指标很难全面衡量数据中心的能源效率,且不同的数据中心能效指标各有侧重,甚至互相矛盾的问题,提出了将多指标进行融合来综合评估数据中心的能效,采用了主客观结合的赋权方法,为不同的能效指标设置权重,设计了基于云模型的多指标融合评估策略,得到了更加科学、全面的数据中心能效评估结果.最后,利用灰色关联法分析了评估结果与各能效指标之间的关系,分析结果对数据中心能效的提升具有重要的指导意义. Cloud-network integration is developing at an accelerated pace,which not only promotes the rapid growth of data center scale,but also brings huge energy consumption.How to formulate reasonable data center energy efficiency evaluation standards has become a key issue that needs to be solved urgently to guide the improvement of data center energy efficiency.It is difficult to evaluate the energy efficiency of data centers comprehensively based on a single metric,and different data center energy efficiency metrics have their own focuses,and even contradict each other.It is proposed to integrate multiple metrics to evaluate the energy efficiency of data centers comprehensively.The model adopts a combination of subjective and objective weighting methods to set weights for different energy efficiency metrics.A multi-metric fusion evaluation strategy is designed based on the cloud model to obtain a more scientific and comprehensive data center energy efficiency evaluation result.Finally,the gray correlation method is proposed to analyze the relationship between the evaluation results and various energy efficiency metrics.The analysis results have important guiding significance for the improvement of data center energy efficiency.
作者 龙赛琴 黄金娜 李哲涛 裴廷睿 夏元清 Long Saiqin;Huang Jinna;Li Zhetao;Pei Tingrui;Xia Yuanqing(School of Computer Science,Xiangtan University,Xiangtan,Hunan 411105;Key Laboratory of Hunan Province for Internet of Things and Information Security(Xiangtan University),Xiangtan,Hunan 411105;Hunan International Scientific and Technological Cooperation Base of Intelligent Network(Xiangtan University),Xiangtan,Hunan 411105;School of Automation,Beijing Institute of Technology,Beijing 100081)
出处 《计算机研究与发展》 EI CSCD 北大核心 2021年第6期1248-1260,共13页 Journal of Computer Research and Development
基金 国家重点研发计划项目(2018YFB1003702) 国家自然科学基金项目(62032020,61502407,62076214) 湖南省杰出青年科学基金项目(2018JJ1025) 湖南省科技计划项目(2019RS3019,2018TP1036) 湖南省自然科学基金项目(2019JJ50592) 湖南省教育厅科学研究项目(18C0107)。
关键词 多指标 数据中心 能效 云模型 灰色关联 multi-metric data center energy efficiency cloud model grey relation
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