• DocumentCode
    1935489
  • Title

    Practical Scheduling Algorithms of Independent Tasks on Tree-Based Grid Computing Platform

  • Author

    Wang, Zhen-yu ; Yang, Can-cheng

  • Author_Institution
    South China Univ. of Technol., Guangzhou
  • Volume
    6
  • fYear
    2007
  • fDate
    19-22 Aug. 2007
  • Firstpage
    3157
  • Lastpage
    3163
  • Abstract
    This paper discusses scheduling independent tasks on tree-based grid computing platforms, where resources have different speeds of computation and communication. Instead of minimizing the total execution time, which has been proven to be NP-hard, we improve integral linear planning model. Using this model, the time complexity is high to obtain optimal number of tasks assigned to each computing node of multi-level tree. To address this problem, Push-Pull method is given, which transforms the linear planning of multi-lever tree into single-level tree and therefore the time complexity is greatly reduced. Based on the optimal tasks assignment to each node, a static distributed heuristic task scheduling algorithm is put forward. Experimental results show that the algorithm achives better performance than other algorithms.
  • Keywords
    computational complexity; grid computing; scheduling; tree data structures; NP-hard; integral linear planning model; push-pull method; static distributed heuristic task scheduling algorithm; time complexity; tree-based grid computing platform; Computer science; Cybernetics; Grid computing; Machine learning; Machine learning algorithms; Master-slave; Optimal scheduling; Parallel processing; Processor scheduling; Scheduling algorithm; Distributed scheduling algorithm; Grid computing; Linear planning; Optimal scheduling scheme; Task scheduling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2007 International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-0973-0
  • Electronic_ISBN
    978-1-4244-0973-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2007.4370691
  • Filename
    4370691