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Modeling the failures of power-aware data centers by leveraging heat recirculation
Feng, Hao1; Deng, Yuhui1,2; Yu, Liang1
刊名CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE
2021-04-10
卷号33期号:7页码:15
关键词data center energy efficiency heat recirculation node failure task schedule
ISSN号1532-0626
DOI10.1002/cpe.5244
英文摘要With the explosive growth of data, hundreds of thousands of servers may be contained in a single data center. Hence, node failures are unavoidable and generally negatively effects the performance of the whole data center. Additionally, data centers with a large number of nodes will cause plenty of energy consumption. Many existing task scheduling techniques can effectively reduce the power consumption in data centers by considering heat recirculation. However, the traditional techniques do not take the situation of node failures into account. This paper proposes an airflow-based failure model for data centers by leveraging heat recirculation. In this model, the spatial distribution and time distribution of failures are considered. Furthermore, a genetic algorithm (GA) and a simulated annealing algorithm (SA) are implemented to evaluate the proposed failure model. Because the positions of node failures have a significant impact on the heat recirculation and the energy consumption of data centers, failures with different positions are analyzed and evaluated. The experimental results demonstrate that the energy consumption of data centers can be significantly reduced by using the GA and SA algorithms for task scheduling based on the proposed failure model.
WOS研究方向Computer Science
语种英语
出版者WILEY
WOS记录号WOS:000632049700005
内容类型期刊论文
源URL[http://119.78.100.204/handle/2XEOYT63/16822]  
专题中国科学院计算技术研究所
通讯作者Deng, Yuhui
作者单位1.Jinan Univ, Dept Comp Sci, 601 West Huangpu Ave, Guangzhou 510632, Peoples R China
2.Chinese Acad Sci, Inst Comp Technol, Key Lab Comp Architecture, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Feng, Hao,Deng, Yuhui,Yu, Liang. Modeling the failures of power-aware data centers by leveraging heat recirculation[J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,2021,33(7):15.
APA Feng, Hao,Deng, Yuhui,&Yu, Liang.(2021).Modeling the failures of power-aware data centers by leveraging heat recirculation.CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,33(7),15.
MLA Feng, Hao,et al."Modeling the failures of power-aware data centers by leveraging heat recirculation".CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE 33.7(2021):15.
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