• DocumentCode
    342645
  • Title

    Cluster-oriented genetic algorithms to support interactive designer/evolutionary computing systems

  • Author

    Parmee, Ian C. ; Bonham, Christopher R.

  • Author_Institution
    Eng. Design Centre, Plymouth Univ., UK
  • Volume
    1
  • fYear
    1999
  • fDate
    1999
  • Abstract
    The paper discusses the requirements of the engineering designer during the higher levels of the design process in terms of search within initial predefined design spaces and subsequent exploration of transformed design spaces. Such transformation is based upon information gathered from initial search using evolutionary techniques that rapidly identify high-performance regions of complex design spaces. It is proposed that off-line processing of such information and associated design team discussion in an iterative designer/evolutionary search procedure can result in significant changes in the design environment that will lead to the human/machine based discovery of innovative design solutions. Research relating to appropriate evolutionary search and exploratory procedures is described and illustrated with results from simple test functions and real-world design problems. These results support discussion related to the manner in which the techniques can best support innovative design activity in an interactive design team/evolutionary search environment
  • Keywords
    CAD; engineering computing; genetic algorithms; search problems; cluster-oriented genetic algorithms; complex design spaces; design team discussion; engineering designer requirements; high-performance regions; initial predefined design spaces; innovative design solution discovery; interactive designer/evolutionary computing systems; iterative designer/evolutionary search procedure; off-line processing; real-world design problems; search; simple test functions; transformed design space exploration; Algorithm design and analysis; Design engineering; Evolutionary computation; Genetic algorithms; Humans; Manufacturing processes; Power engineering and energy; Process design; Space exploration; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 1999. CEC 99. Proceedings of the 1999 Congress on
  • Conference_Location
    Washington, DC
  • Print_ISBN
    0-7803-5536-9
  • Type

    conf

  • DOI
    10.1109/CEC.1999.781981
  • Filename
    781981