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izvor podataka: crosbi

Influence of the Crossover Operator in the Performance of the Hybrid Taguchi GA (CROSBI ID 588495)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Picek, Stjepan ; Golub, Marin ; Jakobović, Domagoj Influence of the Crossover Operator in the Performance of the Hybrid Taguchi GA // Proceedings of the 2012 IEEE Congress on Evolutionary Computation / Xiaodong Li (ur.). Brisbane, 2012. str. 1480-1487

Podaci o odgovornosti

Picek, Stjepan ; Golub, Marin ; Jakobović, Domagoj

engleski

Influence of the Crossover Operator in the Performance of the Hybrid Taguchi GA

This paper investigates the influence of different crossover operators on the efficiency of the hybrid Taguchi genetic algorithm and aims to provide guidelines for algorithm's usage in continuous optimization. We examine the hybrid Taguchi genetic algorithm (HTGA) with 8 different crossover operators and apply it to 15 benchmark numerical optimization problems. The implementation uses binary representation which maps chromosomes to values in real domain with arbitrary precision. Different crossover operators are used with the HTGA and a detailed statistical analysis is performed to evaluate their performance. The results indicate that the HTGA obtains better results with crossover operators different than the ones commonly reported in literature.

genetic algorithms ; Representation and operators

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Podaci o prilogu

1480-1487.

2012.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the 2012 IEEE Congress on Evolutionary Computation

Xiaodong Li

Brisbane:

0-7803-8515-2

Podaci o skupu

IEEE Congress on Evolutionary Computation CEC 2012

predavanje

10.06.2012-15.06.2012

Brisbane, Australija

Povezanost rada

Računarstvo

Poveznice