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
相关论文
共 50 条
  • [31] Distributed Game-Theoretical D2D-Enabled Task Offloading in Mobile Edge Computing
    Wang, En
    Wang, Han
    Dong, Peng-Min
    Xu, Yuan-Bo
    Yang, Yong-Jian
    JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2022, 37 (04) : 919 - 941
  • [32] Distributed Game-Theoretical D2D-Enabled Task Offloading in Mobile Edge Computing
    En Wang
    Han Wang
    Peng-Min Dong
    Yuan-Bo Xu
    Yong-Jian Yang
    Journal of Computer Science and Technology, 2022, 37 : 919 - 941
  • [33] User Allocation in Mobile Edge Computing: A Deep Reinforcement Learning Approach
    Panda, Subrat Prasad
    Banerjee, Ansuman
    Bhattacharya, Arani
    2021 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES, ICWS 2021, 2021, : 447 - 458
  • [34] BARGAIN-MATCH: A Game Theoretical Approach for Resource Allocation and Task Offloading in Vehicular Edge Computing Networks
    Sun, Zemin
    Sun, Geng
    Liu, Yanheng
    Wang, Jian
    Cao, Dongpu
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (02) : 1655 - 1673
  • [35] Quality of Experience-Aware User Allocation in Edge Computing Systems: A Potential Game
    Lai, Phu
    He, Qiang
    Cui, Guangming
    Chen, Feifei
    Abdelrazek, Mohamed
    Grundy, John
    Hosking, John
    Yang, Yun
    2020 IEEE 40TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS), 2020, : 223 - 233
  • [36] A game-theoretical and cryptographical approach to crypto-cloud computing and its economical and financial aspects
    Barış Bülent Kırlar
    Serap Ergün
    Sırma Zeynep Alparslan Gök
    Gerhard-Wilhelm Weber
    Annals of Operations Research, 2018, 260 : 217 - 231
  • [37] A game-theoretical and cryptographical approach to crypto-cloud computing and its economical and financial aspects
    Kirlar, Baris Bulent
    Ergun, Serap
    Gok, Sirma Zeynep Alparslan
    Weber, Gerhard-Wilhelm
    ANNALS OF OPERATIONS RESEARCH, 2018, 260 (1-2) : 217 - 231
  • [38] A Stochastic Theoretical Game Approach for Resource Allocation in Vehicular Fog Computing
    Birhanie, Habtamu Mohammed
    Senouci, Sidi-Mohammed
    Messous, Mohammed Ayoub
    Arfaoui, Amel
    Kies, Ali
    2020 IEEE 17TH ANNUAL CONSUMER COMMUNICATIONS & NETWORKING CONFERENCE (CCNC 2020), 2020,
  • [39] GAME-THEORETICAL SEMANTICS
    SAARINEN, E
    MONIST, 1977, 60 (03): : 406 - 418
  • [40] GAME-THEORETICAL AESTHETICS
    PYLKKO, P
    AMERICAN JOURNAL OF SEMIOTICS, 1991, 8 (1-2): : 101 - 111