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Distributed Multi-Dimensional Pricing for Efficient Application Offloading in Mobile Cloud Computing
Xie, Kun1,2; Wang, Xin2; Xie, Gaogang3; Xie, Dongliang4; Cao, Jiannong5; Ji, Yuqin1; Wen, Jigang3
2019-11-01
发表期刊IEEE TRANSACTIONS ON SERVICES COMPUTING
ISSN1939-1374
卷号12期号:6页码:925-940
摘要Offloading computation intensive applications to mobile cloud is promising for overcoming the problems of limited computational resources and energy of mobile devices. However, without considering the competition relationship of mobile users and cloudlets in the mobile cloud computing system, existing studies lack an incentive mechanism for the system to achieve efficient application offloading and cloud resource provisioning. In this paper, we design MPTMG, a Multi-dimensional Pricing mechanism based on Two-sided Market Game. We propose three types of prices: a multi-dimensional price corresponding to multi-dimensional resource allocation, a penalty price to encourage fair and high quality cloud services, and a benefit discount factor to motivate more even provisioning of resources on different dimensions in the cloud. Based on these prices, we propose a distributed price-adjustment algorithm for efficient resource allocation and QoS-aware offloading scheduling. We prove that the algorithm can converge in a finite number of iterations to the equilibrium core allocation at which the mobile cloud system achieves the Pareto efficiency by maximizing the total system benefit. To the best of our knowledge, this is the first paper that applies economic theories and pricing mechanisms to manage application offloading in mobile cloud systems. The simulation results demonstrate that our proposed pricing mechanism can significantly improve the system performance.
关键词Cloud computing Mobile communication Resource management Pricing Mobile handsets Games Servers Mobile cloud two-side market game cloud offloading cloudlet
DOI10.1109/TSC.2016.2642182
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[61572184] ; National Natural Science Foundation of China[61472283] ; National Natural Science Foundation of China[61271185] ; National Natural Science Foundation of China[61472131] ; National Natural Science Foundation of China[51575167] ; Science and Technology Key Projects of Hunan Province[2015 TP1004] ; US National Science Foundation[CNS 1526843]
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering
WOS记录号WOS:000502853000007
出版者IEEE COMPUTER SOC
引用统计
被引频次:34[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/2XEOYT63/14973
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Xie, Kun
作者单位1.Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410012, Hunan, Peoples R China
2.SUNY Stony Brook, Dept Elect & Comp Engn, Stony Brook, NY 11794 USA
3.Chinese Acad Sci, Inst Comp Technol, Beijing 100864, Peoples R China
4.Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100088, Peoples R China
5.Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R China
推荐引用方式
GB/T 7714
Xie, Kun,Wang, Xin,Xie, Gaogang,et al. Distributed Multi-Dimensional Pricing for Efficient Application Offloading in Mobile Cloud Computing[J]. IEEE TRANSACTIONS ON SERVICES COMPUTING,2019,12(6):925-940.
APA Xie, Kun.,Wang, Xin.,Xie, Gaogang.,Xie, Dongliang.,Cao, Jiannong.,...&Wen, Jigang.(2019).Distributed Multi-Dimensional Pricing for Efficient Application Offloading in Mobile Cloud Computing.IEEE TRANSACTIONS ON SERVICES COMPUTING,12(6),925-940.
MLA Xie, Kun,et al."Distributed Multi-Dimensional Pricing for Efficient Application Offloading in Mobile Cloud Computing".IEEE TRANSACTIONS ON SERVICES COMPUTING 12.6(2019):925-940.
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