• DocumentCode
    3055621
  • Title

    Evaluation of multi-objective decentralized scheduling for applications in Grid environment

  • Author

    Pop, Florin ; Dobre, Ciprian ; Cristea, Valentin

  • Author_Institution
    Fac. of Automatics & Comput. Sci., Univ. Politeh. of Bucharest, Bucharest
  • fYear
    2008
  • fDate
    28-30 Aug. 2008
  • Firstpage
    231
  • Lastpage
    238
  • Abstract
    In grid environments applications require dynamic scheduling for optimized assignment of tasks on available resources, so the optimization represents a key solution for scheduling. This paper presents an evaluation of multi-objective decentralized scheduling models for the problem of task allocation. It also presents a survey of existing optimization solutions for grid scheduling. The surveyed scheduling solutions are: random and best of n random, exhaustive search, simulated annealing, game theory, ad-hoc greedy scheduler, and genetic algorithm for decentralized scheduling. We carry out our experiments with various scheduling scenarios and with heterogeneous input tasks and computation resources. We also present the methods to evaluate and validate the described scheduling methods. We present several experimental results that offer a support for near-optimal algorithm selection.
  • Keywords
    game theory; genetic algorithms; grid computing; random processes; scheduling; search problems; simulated annealing; ad-hoc greedy scheduler; exhaustive search; game theory; genetic algorithm; grid scheduling; multiobjective decentralized scheduling; optimization solution; random method; simulated annealing; task allocation; Application software; Computational modeling; Dynamic scheduling; Game theory; Genetic algorithms; Heuristic algorithms; Optimization methods; Processor scheduling; Scheduling algorithm; Simulated annealing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Computer Communication and Processing, 2008. ICCP 2008. 4th International Conference on
  • Conference_Location
    Cluj-Napoca
  • Print_ISBN
    978-1-4244-2673-7
  • Type

    conf

  • DOI
    10.1109/ICCP.2008.4648377
  • Filename
    4648377