• DocumentCode
    478042
  • Title

    A Fast Method of Constructing the Non-dominated Set: Arena´s Principle

  • Author

    Tang, Suqin ; Cai, Zixing ; Zheng, Jinhua

  • Author_Institution
    Sch. of Inf. Sci. & Eng., Central South Univ., Changsha
  • Volume
    1
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    391
  • Lastpage
    395
  • Abstract
    The objectives in multiobjective optimization problem (MOP) conflict with each others in usually, and no single solution can optimize all the objectives at the same time. An important task in multiobjective optimization is to identify the set of Pareto-optimal solutions. The Pareto front is the set of all the optimal tradeoffs in the objective space. constructing a non-dominated set is an important process in the multiobjective evolutionary algorithm (MOEAs). In this paper we introduce a fast method for constructing the non-dominated set, called the arena´s principle (AP). The method with O(mnn ) computational complexity is presented. Experimental results have demonstrated that the computational complexity of the arena´s principle is better than the fast non-dominated sorting approach in NSGA-II.
  • Keywords
    Pareto optimisation; computational complexity; evolutionary computation; set theory; arena principle; computational complexity; multiobjective evolutionary algorithm; multiobjective optimization problem; nondominated set; pareto-optimal solution; Computational complexity; Computer science; Convergence; Evolutionary computation; Information science; Optimization methods; Runtime; Sorting; Multiobjective Evolutionary Algorithm; Pareto-Optimal front; non-dominated set;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation, 2008. ICNC '08. Fourth International Conference on
  • Conference_Location
    Jinan
  • Print_ISBN
    978-0-7695-3304-9
  • Type

    conf

  • DOI
    10.1109/ICNC.2008.823
  • Filename
    4666875