AN AUCTION BASED MATHEMATICAL MODEL AND HEURISTICS FOR RESOURCE CO-ALLOCATION PROBLEM IN GRIDS AND CLOUDS

被引:0
作者
Ozer, Ali Haydar [1 ]
Ozturan, Can [1 ]
机构
[1] Bogazici Univ, Dept Comp Engn, Istanbul, Turkey
来源
2009 FIFTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING, COMPUTING WITH WORDS AND PERCEPTIONS IN SYSTEM ANALYSIS, DECISION AND CONTROL | 2010年
关键词
D O I
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Resource co-allocation problem is one of the challenging problems in grid and cloud environments. In this paper, we propose an auction based mathematical model for providing economically efficient allocations of resources in these environments. Our model improves our earlier multi-unit nondiscriminatory combinatorial auction model by introducing a penalty cost mechanism which results in better utilization of resources and hence increasing revenue depending on the application domain. The model is formulated using integer linear programming. Five new heuristic algorithms based on the well-known meta-heuristic techniques are proposed. An intelligent neighbor selection method is also introduced. The performances of the algorithms are compared with a commercial mixed integer programming (MIP) solver on generated test cases. The solutions provided by the evolutionary algorithm are as good as the solutions provided by the MIP solver for these test cases.
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页码:21 / 24
页数:4
相关论文
共 11 条
  • [1] [Anonymous], AM EL COMP CLOUD
  • [2] The Grid economy
    Buyya, R
    Abramson, D
    Venugopal, S
    [J]. PROCEEDINGS OF THE IEEE, 2005, 93 (03) : 698 - 714
  • [3] Economic models for resource management and scheduling in Grid computing
    Buyya, R
    Abramson, D
    Giddy, J
    Stockinger, H
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2002, 14 (13-15) : 1507 - 1542
  • [4] Market-Oriented Cloud Computing: Vision, Hype, and Reality for Delivering IT Services as Computing Utilities
    Buyya, Rajkumar
    Yeo, Chee Shin
    Venugopal, Srikumar
    [J]. HPCC 2008: 10TH IEEE INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS, PROCEEDINGS, 2008, : 5 - 13
  • [5] FOSTER I, 1999, GRIT BLUEPRINT FUTUR
  • [6] *GOOGL, GOOGL APP ENG GOOGL
  • [7] HARCHOLBALTER M, AUCTION BASED SCHEDU
  • [8] A model and heuristic algorithms for multi-unit nondiscriminatory combinatorial auction
    Ozer, Ali Haydar
    Ozturan, Can
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (01) : 196 - 208
  • [9] TAN Z, 2007, THESIS U MANCHESTER
  • [10] Weiss Aaron, 2007, Networker, V11, P16, DOI 10.1145/1327512.1327513