• DocumentCode
    1871085
  • Title

    Reducing computational expense associated with evolutionary detailed design

  • Author

    Vekeria, Harish D. ; Parmee, Ian C.

  • Author_Institution
    Eng. Design Centre, Plymouth Univ., UK
  • fYear
    1997
  • fDate
    13-16 Apr 1997
  • Firstpage
    391
  • Lastpage
    396
  • Abstract
    This paper provides a comparison of Adaptive Search methods for the reduction in computational expense associated with the optimisation of highly dimensional structural design problems. A sequential method for Dynamic Shape Refinement is presented. This technique utilises problem representations of varying complexity, from a coarse representation which is gradually refined until the desired level is achieved. This paper also presents the Injection Island Genetic Algorithm (iiGA). The technique utilises a number of levels of varying resolution grids, each evolving as a separate process. The iiGA method is further extended by the utilisation of a dynamic method of plate representation which performs on-line replacement of the lower resolution subpopulations with finer representations. The results show a significant improvement over those obtained utilising single level representations in terms of a reduction in computational expense, whilst also achieving significant improvements in design performance
  • Keywords
    CAD/CAM; computational complexity; genetic algorithms; search problems; adaptive search; coarse representation; computational expense; dynamic shape refinement; evolutionary detailed design; highly dimensional structural design problems; injection island genetic algorithm; lower resolution subpopulations; plate representation; problem representations; sequential method; Building materials; Computer architecture; Concrete; Design engineering; Design optimization; Finite element methods; Genetic algorithms; Risk analysis; Shape; Stress;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 1997., IEEE International Conference on
  • Conference_Location
    Indianapolis, IN
  • Print_ISBN
    0-7803-3949-5
  • Type

    conf

  • DOI
    10.1109/ICEC.1997.592341
  • Filename
    592341