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Multi-objective MaxiMin Sorting Scheme.

Authors :
Coello, Carlos A.Coello
Aguirre, Arturo Hernández
Zitzler, Eckart
Pires, E. J. Solteiro
Moura Oliveira, P. B.
Machado, J. A. Tenreiro
Source :
Evolutionary Multi-Criterion Optimization; 2005, p165-175, 11p
Publication Year :
2005

Abstract

Obtaining a well distributed non-dominated Pareto front is one of the key issues in multi-objective optimization algorithms. This paper proposes a new variant for the elitist selection operator to the NSGA-II algorithm, which promotes well distributed non-dominated fronts. The basic idea is to replace the crowding distance method by a maximin technique. The proposed technique is deployed in well known test functions and compared with the crowding distance method used in the NSGA-II algorithm. This comparison is performed in terms of achieved front solutions distribution by using distance performance indices. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540249832
Database :
Supplemental Index
Journal :
Evolutionary Multi-Criterion Optimization
Publication Type :
Book
Accession number :
32689708