• DocumentCode
    390685
  • Title

    A design pattern for Web-based parallel genetic algorithms

  • Author

    Tang, Maolin

  • Author_Institution
    Sch. of Software Eng. & Data Commun., Queensland Univ. of Technol., Brisbane, Qld., Australia
  • Volume
    1
  • fYear
    2002
  • fDate
    28-31 Oct. 2002
  • Firstpage
    612
  • Abstract
    Aiming at developing more efficient and robust genetic algorithms (GA) over the Internet, a new asynchronous, coarse-grain parallel genetic algorithm model is proposed in this paper. On the basis of the model, we present a design pattern for Web-based parallel GA, which captures design solutions to core problems in implementing Web-based parallel GA. This design pattern can achieve high degree of parallelism, can handle the high communication latency and low communication bandwidth problems of the Internet, and can contribute to building more robust Web-based parallel GA.
  • Keywords
    Internet; genetic algorithms; object-oriented programming; parallel algorithms; GA; Internet; Web-based parallel algorithms; asynchronous coarse-grain algorithm; communication bandwidth; communication latency; design pattern; robust genetic algorithms; Algorithm design and analysis; Computer networks; Concurrent computing; Delay; Genetic algorithms; IP networks; Internet; Local area networks; Robustness; Topology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    TENCON '02. Proceedings. 2002 IEEE Region 10 Conference on Computers, Communications, Control and Power Engineering
  • Print_ISBN
    0-7803-7490-8
  • Type

    conf

  • DOI
    10.1109/TENCON.2002.1181349
  • Filename
    1181349