• DocumentCode
    2224044
  • Title

    Dynamic multi-objective differential evolution for solving constrained optimization problem

  • Author

    Jia, Lina ; Zeng, Sanyou ; Zhou, Dong ; Zhou, Aimin ; Li, Zhengjun ; Jing, Hongyong

  • Author_Institution
    Sch. of Comput. Sci., China Univ. of Geosci., Wuhan, China
  • fYear
    2011
  • fDate
    5-8 June 2011
  • Firstpage
    2649
  • Lastpage
    2654
  • Abstract
    Dynamic constrained multi-objective differential evolution (DCMODE) is designed for solving constrained optimization problem (COP). Main feature presented in this paper is to construct dynamic multi-objective optimization problem (DMOP) from COP. The two evolved objectives are original function objective and violation objective. Constraints are controlled by dynamic environments, where the relaxed constraints boundaries are gradually tightened to original boundaries. After this dynamic process, DMOP solutions are close to COP solution. This new algorithm is tested on benchmark problems of special session at CEC2006 with 100% success rates of all problems. Compared with several state-of-the-art DE variants referred in this paper, our algorithm outperforms or performs similarly to them. The satisfactory results suggest that it is efficient and generic when handling inequality/equality constraints.
  • Keywords
    constraint theory; dynamic programming; evolutionary computation; CEC2006; constrained optimization problem solving; dynamic multiobjective differential evolution; Benchmark testing; Electronic mail; Evolutionary computation; Geology; Heuristic algorithms; Optimization; Search problems; Constrained optimization; Differential Evolution; Dynamic Constrained Multi-objective Optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation (CEC), 2011 IEEE Congress on
  • Conference_Location
    New Orleans, LA
  • ISSN
    Pending
  • Print_ISBN
    978-1-4244-7834-7
  • Type

    conf

  • DOI
    10.1109/CEC.2011.5949949
  • Filename
    5949949