A Game-Theoretical Approach for User Allocation in Edge Computing Environment

被引:280
|
作者
He, Qiang [1 ]
Cui, Guangming [1 ]
Zhang, Xuyun [2 ]
Chen, Feifei [3 ]
Deng, Shuiguang [4 ]
Jin, Hai [5 ]
Li, Yanhui [6 ]
Yang, Yun [1 ]
机构
[1] Swinburne Univ Technol, Sch Software & Elect Engn, Melbourne, Vic 3122, Australia
[2] Univ Auckland, Auckland 1010, New Zealand
[3] Deakin Univ, Sch Informat Technol, Geelong, Vic 3220, Australia
[4] Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou 310027, Peoples R China
[5] HuaZhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Big Data Technol & Syst Lab, Cluster & Grid Comp Lab,Sch Comp Sci & Technol, Wuhan 430074, Hubei, Peoples R China
[6] Nanjing Univ, State Key Lab Novel Software Technol, Dept Comp Sci & Technol, Nanjing Shi 210008, Jiangsu, Peoples R China
基金
美国国家科学基金会; 澳大利亚研究理事会;
关键词
Servers; Games; Edge computing; Resource management; Nash equilibrium; Cloud computing; Bandwidth; Edge user allocation; edge server; cost-effectiveness; pay-as-you-go; game theory; multi-tenancy; edge computing; RESOURCE-ALLOCATION; CLOUD; NETWORKS;
D O I
10.1109/TPDS.2019.2938944
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Edge Computing provides mobile and Internet-of-Things (IoT) app vendors with a new distributed computing paradigm which allows an app vendor to deploy its app at hired edge servers distributed near app users at the edge of the cloud. This way, app users can be allocated to hired edge servers nearby to minimize network latency and energy consumption. A cost-effective edge user allocation (EUA) requires maximum app users to be served with minimum overall system cost. Finding a centralized optimal solution to this EUA problem is NP-hard. Thus, we propose EUAGame, a game-theoretic approach that formulates the EUA problem as a potential game. We analyze the game and show that it admits a Nash equilibrium. Then, we design a novel decentralized algorithm for finding a Nash equilibrium in the game as a solution to the EUA problem. The performance of this algorithm is theoretically analyzed and experimentally evaluated. The results show that the EUA problem can be solved effectively and efficiently.
引用
收藏
页码:515 / 529
页数:15
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