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Modeling the failures of power-aware data centers by leveraging heat recirculation
Feng, Hao1; Deng, Yuhui1,2; Yu, Liang1
2021-04-10
发表期刊CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE
ISSN1532-0626
卷号33期号:7页码:15
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.
关键词data center energy efficiency heat recirculation node failure task schedule
DOI10.1002/cpe.5244
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号WOS:000632049700005
出版者WILEY
引用统计
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/16823
专题中国科学院计算技术研究所期刊论文_英文
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
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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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