Hrvatska znanstvena bibliografija (CROSBI)



Pregled bibliografske jedinice broj: 588565

Zbornik radova

Autori: Picek, Stjepan; Golub, Marin; Jakobović, Domagoj
Naslov: Influence of the Crossover Operator in the Performance of the Hybrid Taguchi GA
Izvornik: Proceedings of the 2012 IEEE Congress on Evolutionary Computation / Xiaodong Li (ur.). - Brisbane :
Skup: IEEE Congress on Evolutionary Computation CEC 2012
Mjesto i datum: Brisbane, Australija, 10.-15.06.2012.
Ključne riječi: genetic algorithms ; Representation and operators
Sažetak:
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.
Vrsta sudjelovanja: Predavanje
Vrsta prezentacije u zborniku: Cjeloviti rad (više od 1500 riječi)
Vrsta recenzije: Međunarodna recenzija
Projekt / tema: 036-0362980-1921
Izvorni jezik: ENG
Kategorija: Znanstveni
Znanstvena područja:
Računarstvo
Puni text rada: 588565.bare_conf.pdf (tekst priložen 22. Srp. 2012. u 15:55 sati)
URL Internet adrese: http://www.zemris.fer.hr/~golub/clanci/CEC_2012.pdf
Upisao u CROSBI: yeti@fer.hr (yeti@fer.hr), 22. Srp. 2012. u 15:55 sati