• DocumentCode
    2333487
  • Title

    An examination on the modularity of grammars in grammatical evolutionary design

  • Author

    Swafford, John Mark ; O´Neill, Michael

  • Author_Institution
    Complex & Adaptive Syst. Lab., Univ. Coll. Dublin, Dublin, Ireland
  • fYear
    2010
  • fDate
    18-23 July 2010
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    This work furthers the understanding of modularity in grammar-based genetic programming approaches by analyzing how different grammars may be capable of producing the same phenotypes, but still display differences in performance on the same problems. This is done by creating four grammars with varying levels of modularity and using them with grammatical evolution to evolve floor plan designs. The results of this experimentation show how increases in modularity, brought about by simple modifications in the grammars, and increases in the quality of solutions go hand in hand. It also demonstrates how more modular grammars explore more individuals even while fitness remains the same or changes in only minor increments.
  • Keywords
    evolutionary computation; genetic algorithms; grammars; floor plan designs; grammar based genetic programming; grammatical evolution; grammatical evolutionary design; Educational institutions; Evolutionary computation; Floors; Genetic programming; Grammar; Production; Wrapping;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation (CEC), 2010 IEEE Congress on
  • Conference_Location
    Barcelona
  • Print_ISBN
    978-1-4244-6909-3
  • Type

    conf

  • DOI
    10.1109/CEC.2010.5586483
  • Filename
    5586483