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On the Recombination Operator in the Real-Coded Genetic Algorithms


Picek, Stjepan; Jakobović, Domagoj; Golub, Marin
On the Recombination Operator in the Real-Coded Genetic Algorithms // Proceedings of the 2013 IEEE Congress on Evolutionary Computation
Cancun, Meksiko, 2013. str. 3103-3110 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
On the Recombination Operator in the Real-Coded Genetic Algorithms

Autori
Picek, Stjepan ; Jakobović, Domagoj ; Golub, Marin

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 2013 IEEE Congress on Evolutionary Computation / - , 2013, 3103-3110

Skup
IEEE Congress on Evolutionary Computation, CEC 2013

Mjesto i datum
Cancun, Meksiko, 20-23.06.2013

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Genetic algorithm ; crossover

Sažetak
Crossover is the most important operator in realcoded genetic algorithms. However, the choice of the best operator for a specific problem can be a difficult task. In this paper we compare 16 crossover operators on a set of 24 benchmark functions. A detailed statistical analysis is performed in an effort to find the best performing operators. The results show that there are significant differences in efficiency of different crossover operators, and that the efficiency may also depend on the distinctive properties of the fitness function. Additionally, the results point out that the combination of crossover operators yields the best results.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
036-0362980-1921 - Računalne okoline za sveprisutne raspodijeljene sustave (Siniša Srbljić, )

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb