• DocumentCode
    3360397
  • Title

    VLSI processor architecture for real-time GA processing and PE-VLSI design

  • Author

    Imai, Tetsuya ; Yoshikawa, Masaya ; Terai, Hidekazu ; Yamauchi, Hironori

  • Author_Institution
    Graduate Sch. of Sci. & Eng., Ritsumeikan Univ., Shiga, Japan
  • Volume
    3
  • fYear
    2004
  • fDate
    23-26 May 2004
  • Abstract
    This paper presents the VLSI processor architecture for real-time processing of genetic algorithm (GA). GA, which is widely known a general-purpose optimization method, has essential difficulties in its huge computation time and a premature convergence. As a new approach to these difficulties, it is introduced to implement distributed GA on VLSI multiprocessors (GA processor). VLSI implementation of a processor-element (PE) indicates that a PE can be 130 times faster than conventional software processing. Moreover, parallel computer simulation demonstrates that GA processor, which connects a suitable number of PE with a newly proposed hierarchical ring topology, can provide scalability according to a given problem.
  • Keywords
    VLSI; genetic algorithms; microprocessor chips; GA processor; PE-VLSI design; VLSI multiprocessors; VLSI processor architecture; computer simulation; distributed genetic algorithm; general-purpose optimization method; hierarchical ring topology; processor-element; real-time GA processing; software processing; Biological cells; Data processing; Genetic mutations; Pipeline processing; Process design; Very large scale integration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
  • Print_ISBN
    0-7803-8251-X
  • Type

    conf

  • DOI
    10.1109/ISCAS.2004.1328824
  • Filename
    1328824