Pregled bibliografske jedinice broj: 640222
On the Recombination Operator in the Real-Coded Genetic Algorithms
On the Recombination Operator in the Real-Coded Genetic Algorithms // Proceedings of the 2013 IEEE Congress on Evolutionary Computation
Cancún, Meksiko, 2013. str. 3103-3110 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 640222 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
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
Cancún, Meksiko, 20.06.2013. - 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
Projekti:
036-0362980-1921 - Računalne okoline za sveprisutne raspodijeljene sustave (Srbljić, Siniša, MZO ) ( CroRIS)
Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb