• DocumentCode
    2982390
  • Title

    Your brains and my beauty: parent matching for constrained optimisation

  • Author

    Hinterding, Robert ; Michalewicz, Zbigniew

  • Author_Institution
    Dept. of Comput. & Math. Sci., Victoria Univ. of Technol., Melbourne, Vic., Australia
  • fYear
    1998
  • fDate
    4-9 May 1998
  • Firstpage
    810
  • Lastpage
    815
  • Abstract
    During the last few years, several methods have been proposed for handling constraints by evolutionary algorithms for parameter optimisation problems. These methods include those based on penalty functions, preservation of feasibility, decoders and repair algorithms, as well as some hybrid techniques. Most of these techniques have serious drawbacks (some of them may return infeasible solutions, others require many additional parameters, etc.). Moreover, none of these techniques has utilized knowledge about which constraints are satisfied and which are not. In this paper, we introduce a new element to evolutionary algorithms for constrained parameter optimization problems: the parent matching mechanism. The preliminary results show that the proposed technique works very well on selected test cases
  • Keywords
    constraint theory; genetic algorithms; nonlinear programming; additional parameters; constrained parameter optimization problems; constraint satisfaction knowledge; decoders; evolutionary algorithms; feasibility preservation; hybrid techniques; infeasible solutions; nonlinear programming; parent matching mechanism; penalty functions; repair algorithms; Computer science; Constraint optimization; Evolutionary computation; Feedback; Optimization methods; Q measurement; Switches;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation Proceedings, 1998. IEEE World Congress on Computational Intelligence., The 1998 IEEE International Conference on
  • Conference_Location
    Anchorage, AK
  • Print_ISBN
    0-7803-4869-9
  • Type

    conf

  • DOI
    10.1109/ICEC.1998.700156
  • Filename
    700156