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
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;
Conference_Titel :
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-0-7695-3304-9
DOI :
10.1109/ICNC.2008.823