• DocumentCode
    3246304
  • Title

    Interactive evolutionary multiobjective optimization for hydraulic valve controller parameters

  • Author

    Krettek, Johannes ; Braun, Johannes ; Hoffmann, F. ; Bertram, Torsten ; Ewald, T. ; Schubert, H.-G. ; Lausch, H.

  • Author_Institution
    Dept. of Control & Syst. Eng., Tech. Univ. Dortmund, Dortmund, Germany
  • fYear
    2009
  • fDate
    14-17 July 2009
  • Firstpage
    816
  • Lastpage
    821
  • Abstract
    This paper proposes a novel approach of interactive evolutionary multiobjective optimization. The approach combines an evolutionary algorithm with an instance based supervised online learning scheme for user preferences. Interactive preference articulation constitutes an alternative to a priori as well as a posteriori decision making in multiobjective optimization. The proposed scheme is applied to the interactive user guided parameter optimization of hydraulic valve controllers. The tight integration of expert knowledge into the design and optimization process results in an efficient search of feasible solutions. The proposed interactive scheme extends the scope and applicability of computational intelligence aided design to mechatronic and engineering problems.
  • Keywords
    decision making; evolutionary computation; hydraulic systems; computational intelligence; decision making; evolutionary algorithm; hydraulic valve controller; instance-based supervised online learning scheme; interactive evolutionary multiobjective optimization; Competitive intelligence; Computational intelligence; Control systems; Decision making; Design optimization; Evolutionary computation; Mechatronics; Process design; Systems engineering and theory; Valves;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Intelligent Mechatronics, 2009. AIM 2009. IEEE/ASME International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-2852-6
  • Type

    conf

  • DOI
    10.1109/AIM.2009.5229909
  • Filename
    5229909