Deadline and Reliability Aware Multiserver Configuration Optimization for Maximizing Profit

doi:10.1109/TPDS.2022.3170305

	Deadline and Reliability Aware Multiserver Configuration Optimization for Maximizing Profit
	Wang, Tian 1; Zhou, Junlong 1,2,3; Li, Liying 4; Zhang, Gongxuan 1; Li, Keqin 5; Hu, Xiaobo Sharon 6
	2022-12-01
发表期刊	IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS
ISSN	1045-9219
卷号	33 期号:12 页码:3772-3786
摘要	Maximizing profit is a key goal for cloud service providers in the modern cloud business market. Service revenue and business cost are two major factors in determining profit and highly depend on multiserver configuration. Understanding the relationship between multiserver configuration and profit is important to service providers. Although existing articles have explored this issue, few of them consider deadline miss rate and soft error reliability of cloud services in multiserver configuration for profit maximization. Since deadline misses violate cloud services' real-time requirements and soft error prevents successful processing of cloud services, it is necessary to consider the impact of deadline miss rate and soft error reliability on service providers' profits when configuring the multiserver. This article introduces a deadline miss rate and soft error reliability aware multiserver configuration scheme for maximizing cloud service providers' profit. Specifically, we derive the deadline miss rate considering the heterogeneity of cloud service requests, and propose an analytical method to compute the soft error reliability of multiserver systems. Based on the new deadline miss rate and soft error reliability models, we formulate the multiserver configuration optimization problem and introduce an augmented Lagrange multiplier-based iterative method to find the optimal multiserver configuration. Extensive experiments evaluate the efficacy of the proposed multiserver configuration approach. Compared with the two state-of-the-art methods, the profit gained by our scheme can be up to 11.92% higher.
关键词	Cloud computing Servers Reliability Business Computer architecture Real-time systems Processor scheduling Cloud service deadline miss rate multiserver configuration profit maximization soft error reliability
DOI	10.1109/TPDS.2022.3170305
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[62172224] ; National Natural Science Foundation of China[61802185] ; China Postdoctoral Science Foundation[BX2021128] ; China Postdoctoral Science Foundation[2021T140327] ; China Postdoctoral Science Foundation[2020M680068] ; Postdoctoral Science Foundation of Jiangsu Province[2021K066A] ; Open Research Fund of the State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences[CARCHA202105] ; Future Network Scientific Research Fund Project[FNSRFP-2021YB-6] ; Open Research Fund of National Trusted Embedded Software Engineering Technology Research Center (East China Normal University)
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号	WOS:000831139000002
出版者	IEEE COMPUTER SOC
引用统计	被引频次：3[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/2XEOYT63/19509
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Zhou, Junlong; Zhang, Gongxuan
作者单位	1.Nanjing Univ Sci & Technol, Sch Comp Sci & Engn, Nanjing 210094, Jiangsu, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing 100190, Peoples R China 3.East China Normal Univ, Natl Trusted Embedded Software Engn Technol Res C, Shanghai 200062, Peoples R China 4.East China Normal Univ, Dept Comp Sci & Technol, Shanghai 200062, Peoples R China 5.SUNY, Dept Comp Sci, New York, NY 12561 USA 6.Univ Notre Dame, Dept Comp Sci & Engn, Notre Dame, IN 46556 USA
推荐引用方式 GB/T 7714	Wang, Tian,Zhou, Junlong,Li, Liying,et al. Deadline and Reliability Aware Multiserver Configuration Optimization for Maximizing Profit[J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS,2022,33(12):3772-3786.
APA	Wang, Tian,Zhou, Junlong,Li, Liying,Zhang, Gongxuan,Li, Keqin,&Hu, Xiaobo Sharon.(2022).Deadline and Reliability Aware Multiserver Configuration Optimization for Maximizing Profit.IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS,33(12),3772-3786.
MLA	Wang, Tian,et al."Deadline and Reliability Aware Multiserver Configuration Optimization for Maximizing Profit".IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS 33.12(2022):3772-3786.