• DocumentCode
    2334496
  • Title

    Differential evolution with dynamic constraint-handling mechanism

  • Author

    Li, Zhihui ; Liang, J.J. ; He, Xi ; Shang, Zhigang

  • Author_Institution
    Sch. of Electr. Eng., Zhengzhou Univ., Zhengzhou, China
  • fYear
    2010
  • fDate
    18-23 July 2010
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    In this paper, Differential Evolution based approach with a novel dynamic constraint-handling mechanism is proposed to solve constrained real-parameter optimization. This is implemented by restating the single-objective constrained optimization as a set of single-objective unconstrained problems and dynamically assigning to the individual adaptively as its fitness. Three selection criteria based on feasibility are used to deal with the constraint problem. Moreover, the shirinking acceptable region and local search are added for finding the optimum solution. The approach is tested on a suit of test problems proposed for CEC2010 competition and special session on single objective constrained real-parameter optimization. The results obtained are discussed and some conclusions are made.
  • Keywords
    constraint handling; optimisation; CEC2010 competition; constrained real-parameter optimization; differential evolution; dynamic constraint-handling mechanism; single-objective constrained optimization; single-objective unconstrained problems; Arrays; Chromium; Convergence; Heuristic algorithms; Indexes; Optimization; Search problems;
  • 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.2010.5586539
  • Filename
    5586539