Joint Optimization of Operational Cost and Performance Interference in Cloud Data Centers

doi:10.1109/TCC.2015.2449839

	Joint Optimization of Operational Cost and Performance Interference in Cloud Data Centers
	Jin, Xibo 1,2; Zhang, Fa 3; Wang, Lin 1,2; Hu, Songlin 3; Zhou, Biyu 1,2; Liu, Zhiyong 1,4
	2017-10-01
发表期刊	IEEE TRANSACTIONS ON CLOUD COMPUTING
ISSN	2168-7161
卷号	5 期号:4 页码:697-711
摘要	Virtual machine (VM) scheduling is an important technique for the efficient operation of the computing resources in a data center. Previous work has mainly focused on consolidating VMs to improve resource utilization and to optimize energy consumption. However, the interference between collocated VMs is usually ignored, which can result in much worse performance degradation of the applications running on the VMs due to the contention of the shared resources. Based on this observation, we aim at designing efficient VM assignment and scheduling strategies in which we consider optimizing both the operational cost of the data center and the performance degradation of the running applications. We then propose a general model that captures the tradeoff between the two contradictory objectives. We present offline and online solutions for this problem by exploiting the spatial and temporal information of performance interference of VM collocation, where VM scheduling is performed by jointly considering the combinations and the life-cycle overlap of the VMs. Evaluation results show that the proposed methods can generate efficient schedules for VMs, achieving low operational cost while significantly reducing the performance degradation of applications in cloud data centers.
关键词	Virtual machine scheduling operational cost performance degradation data centers
DOI	10.1109/TCC.2015.2449839
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61202059] ; National Natural Science Foundation of China[61221062] ; National Natural Science Foundation of China[61070027] ; National Natural Science Foundation of China[61202060]
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号	WOS:000417343300009
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：19[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/5497
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Jin, Xibo
作者单位	1.Chinese Acad Sci, ICT, Beijing Key Lab Mobile Comp & Pervas Device, Beijing, Peoples R China 2.Univ Chinese Acad Sci, Beijing, Peoples R China 3.Chinese Acad Sci, ICT, Key Lab Intelligent Informat Proc, Beijing, Peoples R China 4.Chinese Acad Sci, ICT, State Key Lab Comp Architecture, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Jin, Xibo,Zhang, Fa,Wang, Lin,et al. Joint Optimization of Operational Cost and Performance Interference in Cloud Data Centers[J]. IEEE TRANSACTIONS ON CLOUD COMPUTING,2017,5(4):697-711.
APA	Jin, Xibo,Zhang, Fa,Wang, Lin,Hu, Songlin,Zhou, Biyu,&Liu, Zhiyong.(2017).Joint Optimization of Operational Cost and Performance Interference in Cloud Data Centers.IEEE TRANSACTIONS ON CLOUD COMPUTING,5(4),697-711.
MLA	Jin, Xibo,et al."Joint Optimization of Operational Cost and Performance Interference in Cloud Data Centers".IEEE TRANSACTIONS ON CLOUD COMPUTING 5.4(2017):697-711.