Title :
A Fuzzy Multi-objective Optimization Evolutionary Algorithm Incorporating Preference Information
Author :
Shen, Xiaoning ; Li, Tao ; Zhang, Min
Author_Institution :
Sch. of Inf. & Control, Nanjing Univ. of Inf. Sci. & Technol., Nanjing, China
fDate :
Nov. 30 2009-Dec. 1 2009
Abstract :
A multi-objective evolutionary algorithm incorporating preference information is proposed. The algorithm uses a new nine grade evaluation method to convert the linguistic preferences expressed by the decision maker to the importance factor of each objective. A new outranking relation called ¿strength superior¿ based on the preference information is constructed via a fuzzy inference system to compare individuals instead of the commonly used Pareto dominance relation. Simulation results indicate the efficiency of the proposed algorithm.
Keywords :
Pareto optimisation; evolutionary computation; fuzzy set theory; Pareto dominance relation; fuzzy inference system; fuzzy multiobjective optimization evolutionary algorithm; nine grade evaluation method; preference information; strength superior; Computational efficiency; Electronic mail; Evolutionary computation; Fuzzy control; Fuzzy logic; Fuzzy systems; Inference algorithms; Information science; Knowledge acquisition; evolutionary algorithm; fuzzy logic; multi-objective optimization; preference;
Conference_Titel :
Knowledge Acquisition and Modeling, 2009. KAM '09. Second International Symposium on
Conference_Location :
Wuhan
Print_ISBN :
978-0-7695-3888-4
DOI :
10.1109/KAM.2009.12