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Pregled bibliografske jedinice broj: 483661

Časopis

Autori: Picek, Stjepan; Golub, Marin
Naslov: Comparison of a Crossover Operator in Binary-coded Genetic Algorithms
Izvornik: WSEAS transactions on computers (1109-2750) 9 (2010); 1064-1073
Vrsta rada: članak
Ključne riječi: Evolutionary computation ; Genetic algorithms ; Crossover operator ; Efficiency ; Binary representation ; Test functions
Sažetak:
Genetic algorithms (GAs) represent a method that mimics the process of natural evolution in effort to find good solutions. In that process, crossover operator plays an important role. To comprehend the genetic algorithms as a whole, it is necessary to understand the role of a crossover operator. Today, there are a number of different crossover operators that can be used in binary-coded GAs. How to decide what operator to use when solving a problem? When dealing with different classes of problems, crossover operators will show various levels of efficiency in solving those problems. A number of test functions with various levels of difficulty has been selected as a test polygon for determine the performance of crossover operators. The aim of this paper is to present a larger set of crossover operators used in genetic algorithms with binary representation and to draw some conclusions about their efficiency. Results presented here confirm the high-efficiency of uniform crossover and two-point crossover, but also show some interesting comparisons among others, less used crossover operators.
Projekt / tema: 036-0362980-1921
Izvorni jezik: ENG
Rad je indeksiran u
bazama podataka:
Scopus
Kategorija: Znanstveni
Znanstvena područja:
Računarstvo
Puni text rada: 483661.WSEAS_TRANSACTIONSonCOMPUTERS_88-211.pdf (tekst priložen 27. Ruj. 2010. u 16:45 sati)
URL Internet adrese: http://www.wseas.us/e-library/transactions/computers/2010/88-211.pdf
http://www.zemris.fer.hr/~golub/clanci/WSEAS_TRANSACTIONSonCOMPUTERS_88-211.pdf
URL cjelovitog teksta: http://www.wseas.us/e-library/transactions/computers/2010/88-211.pdf
Časopis izlazi u samo elektroničkom izdanju: DA
Google Scholar: Comparison of a Crossover Operator in Binary-coded Genetic Algorithms
Upisao u CROSBI: mgolub@fer.hr (mgolub@fer.hr), 27. Ruj. 2010. u 16:45 sati



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