Parallel algorithm for grid resource allocation based on Nash equilibrium

被引:0
|
作者
Cheng, Chun-Tian [1 ]
Li, Zhi-Jie [1 ,2 ]
机构
[1] Dalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
[2] Dalian Univ Technol, Dep Comp Sci & Engn, Dalian 116024, Peoples R China
基金
中国国家自然科学基金;
关键词
Nash equilibrium; grid computing; resource allocation; economic model; maximum entropy;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a proportional sharing resource allocation strategy based on Nash equilibrium in grid computing. Given perfect information, the problem of resource allocation can be formulated as a multi-player game with the players being users purchasing computational service from a common resource. A computable Nash equilibrium for parallel tasks is derived to determine a grid user's bidding strategy. In particular, by introducing maximum entropy method, the initial Nash equilibrium problem can be converted into a differentiable optimal problem. The performance evaluation of the proposed Nash-based strategy is carried out under different configurations. The analytical and simulated results indicate that the Nash-based strategy is efficient, and has better performance than Round-Robin allocation.
引用
收藏
页码:4383 / +
页数:3
相关论文
共 50 条
  • [21] A Priority-based Resource Allocation Algorithm For Power Grid WSN Network
    Wei, Shouming
    Wang, Yu
    He, Chenguang
    [J]. IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, : 1902 - 1907
  • [22] Resource Allocation of Smart Grid Virtual Communication Network based on Genetic Algorithm
    Zhu, Jiazheng
    Yu, Mingxing
    Tao, Xiumei
    Yu, Changle
    Zhang, Shuo
    [J]. 2019 34RD YOUTH ACADEMIC ANNUAL CONFERENCE OF CHINESE ASSOCIATION OF AUTOMATION (YAC), 2019, : 232 - 237
  • [23] An economic policy constrained grid resource allocation algorithm
    Liu, Yang
    He, Huacan
    [J]. 2007 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES, VOLS 1-3, 2007, : 672 - 676
  • [24] A Resource Allocation Algorithm for Heterogeneous Jobs in Grid Environment
    Kumar, Kailash
    Singhal, Saurabh
    Tripathi, S. P.
    [J]. 2014 RECENT ADVANCES AND INNOVATIONS IN ENGINEERING (ICRAIE), 2014,
  • [25] Efficient Nash Equilibrium Resource Allocation Based on Game Theory Mechanism in Cloud Computing by Using Auction
    Nezarat, Amin
    Dastghaibifard, G. H.
    [J]. PLOS ONE, 2015, 10 (10):
  • [26] Efficient Nash Equilibrium Resource Allocation based on Game Theory Mechanism in Cloud Computing by using Auction
    Nezarat, Amin
    Dastghaibifard, Gh.
    [J]. 2015 1ST INTERNATIONAL CONFERENCE ON NEXT GENERATION COMPUTING TECHNOLOGIES (NGCT), 2015, : 1 - 5
  • [27] On the Nash Equilibrium Solutions of Integer Bit Loading OFDMA Resource Allocation Games
    Liang, Zhenyu
    Chew, Yong Huat
    Ko, Chi Chung
    [J]. 2009 IEEE 20TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, 2009, : 1692 - 1696
  • [28] Mixed Strategy Nash Equilibrium in Two-User Resource Allocation Games
    Gao, Jie
    Vorobyov, Sergiy A.
    Jiang, Hai
    [J]. 2011 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS (ISIT), 2011, : 2716 - 2720
  • [29] A parallel hypercube algorithm for discrete resource allocation problems
    Shao, BBM
    Rao, HR
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2006, 36 (01): : 233 - 242
  • [30] Adaptive Spatial Allocation of Resource for Parallel Genetic Algorithm
    Szeto, K. Y.
    Zhao, S. Y.
    [J]. NATURE INSPIRED COOPERATIVE STRATEGIES FOR OPTIMIZATION (NICSO 2007), 2008, 129 : 389 - 398