• DocumentCode
    3012138
  • Title

    A new distributed evolutionary computation technique for solving large number of equations

  • Author

    Jahan, Moslema ; Hashem, M.M.A. ; Shahriar, Gazi Abdullah

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Khulna Univ. of Eng. & Technol., Khulna
  • fYear
    2008
  • fDate
    24-27 Dec. 2008
  • Firstpage
    347
  • Lastpage
    352
  • Abstract
    Evolutionary algorithm is more effective to gain optimal solution to solve equations than traditional methods. It also provides quick solution for solving large number of equations having huge parameters with less expense in distributed manner. This paper presents a new distributed evolutionary computation technique, which decomposes decision vectors into smaller components and achieves optimal solution in short time. In this technique, A Jacobi-based Time Variant Adaptive (JBTVA) Hybrid Evolutionary Algorithm is distributed. Moreover, a new selection method named Best All Selection (BAS) is introduced for selecting best individuals. Experimental results show that optimal solution is achieved for different kinds of problems having huge parameters and considerably speedup is formed in proposed distributed system.
  • Keywords
    distributed processing; evolutionary computation; Jacobi-based time variant adaptive; best all selection; distributed evolutionary computation; distributed system; hybrid evolutionary algorithm; optimal solution; Computational modeling; Computer architecture; Computer science; Distributed computing; Equations; Evolutionary computation; Genetic mutations; Information technology; Jacobian matrices; Master-slave; Evolutionary Algorithms; Hybrid Algorithm; Linear Equations; Master-Slave architecture; Speedup;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Technology, 2008. ICCIT 2008. 11th International Conference on
  • Conference_Location
    Khulna
  • Print_ISBN
    978-1-4244-2135-0
  • Electronic_ISBN
    978-1-4244-2136-7
  • Type

    conf

  • DOI
    10.1109/ICCITECHN.2008.4802989
  • Filename
    4802989