Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 1939-1374 |
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 |
DOI | 10.1109/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 | |
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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