• DocumentCode
    2968827
  • Title

    System dynamics simulation and optimization with fuzzy logic

  • Author

    Ng, T.S. ; Khirudeen, M. I B ; Halim, T. ; Chia, S.Y.

  • Author_Institution
    Dept. of Ind. & Syst. Eng., Nat. Univ. of Singapore, Singapore, Singapore
  • fYear
    2009
  • fDate
    8-11 Dec. 2009
  • Firstpage
    2114
  • Lastpage
    2118
  • Abstract
    This paper presents a novel and practical approach for integrating simulation and optimization of system dynamics (SD) models using Matlab and Simulink. The Matlab platform allows much freedom in customizing and implementing global search techniques such as genetic algorithms (GA) and artificial intelligence constructs like fuzzy logic. The Simulink platform allows complex nonlinear dynamic models to be specified rapidly. In this work we demonstrate how to combine the GA parameter search, fuzzy logic expert input and SD modeling to arrive at better strategies for decision making. This approach to optimization is illustrated using the classical market growth-model and produces very competitive good results.
  • Keywords
    digital simulation; fuzzy logic; genetic algorithms; large-scale systems; mathematics computing; GA parameter search; Matlab; Simulink; fuzzy logic expert input; genetic algorithms; global search techniques; market growth model; system dynamics models optimization; system dynamics simulation; Artificial intelligence; Computational modeling; Delay; Feedback loop; Fuzzy logic; Genetic algorithms; Marketing and sales; Mathematical model; Nonlinear dynamical systems; Systems engineering and theory; System dynamics; fuzzy logic; genetic algorithm; simulation; table function;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Engineering and Engineering Management, 2009. IEEM 2009. IEEE International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-4869-2
  • Electronic_ISBN
    978-1-4244-4870-8
  • Type

    conf

  • DOI
    10.1109/IEEM.2009.5373149
  • Filename
    5373149