Selfish Grid computing: Game-theoretic modeling and NAS performance results

被引:0
作者
Kwok, YK [1 ]
Song, SS [1 ]
Hwang, K [1 ]
机构
[1] Univ So Calif, Los Angeles, CA 90089 USA
来源
2005 IEEE INTERNATIONAL SYMPOSIUM ON CLUSTER COMPUTING AND THE GRID, VOLS 1 AND 2 | 2005年
关键词
Grid computing; non-cooperative games; virtual organizations; selfish behaviors; online scheduling; Nash equilibrium; optimal strategies; performance evaluation;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Selfish behaviors of individual machines in a Grid can potentially damage the performance of the system as a whole. However, scrutinizing the Grid by taking into account the non-cooperativeness of machines is a largely unexplored research problem. In this paper, we first present a new hierarchical game-theoretic model of the Grid that matches well with the physical administrative structure in real-life situations. We then focus on the impact of selfishness in intra-site job execution mechanisms. Based on our novel utility functions, we analytically derive the Nash equilibrium and optimal strategies for the general case. To study the effects of different strategies, we have also performed extensive simulations by using a well-known practical scheduling algorithm over the NAS (Numerical Aerodynamic Simulation) workload. We have studied overall job execution performance of the Grid system under a wide range of parameters. Specifically, we find that the Optimal selfish strategy significantly outperforms the Nash selfish strategy. Our performance evaluation results can serve as valuable reference for designing appropriate strategies in a practical Grid.
引用
收藏
页码:1143 / 1150
页数:8
相关论文
共 28 条
  • [1] AKELLA A, P ACM SIGCOMM 2002
  • [2] [Anonymous], 2003, Web services and service-oriented architecture
  • [3] Berman F., 2003, GRID COMPUTING MAKIN
  • [4] A comparison of eleven static heuristics for mapping a class of independent tasks onto heterogeneous distributed computing systems
    Braun, TD
    Siegel, HJ
    Beck, N
    Bölöni, LL
    Maheswaran, M
    Reuther, AI
    Robertson, JP
    Theys, MD
    Yao, B
    Hensgen, D
    Freund, RF
    [J]. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2001, 61 (06) : 810 - 837
  • [5] BREDIN J, 2000, P ACM AGENTS 2000
  • [6] BUYYA R, 2002, THESIS MONASH U MELB
  • [7] CHAO KM, P CCGRID 2002
  • [8] CZUMAJ A, P ACM PODC 2004
  • [9] GHOSH P, P IPDPS 2004
  • [10] Algorithmic mechanism design for load balancing in distributed systems
    Grosu, D
    Chronopoulos, AT
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01): : 77 - 84