CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEW
The performance of Genetic Algorithm (GA) depends on various operators. Crossover operator is one of them. Crossover operators are mainly classified as application dependent crossover operators and application independent crossover operators. Effect of crossover operators in GA is application as wel...
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| Format: | Article |
| Language: | English |
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ICT Academy of Tamil Nadu
2015-10-01
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| Series: | ICTACT Journal on Soft Computing |
| Subjects: | |
| Online Access: | http://ictactjournals.in/paper/IJSC_V6_I1_paper_4_pp_1083_1092.pdf |
| _version_ | 1818353732152197120 |
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| author | A.J. Umbarkar P.D. Sheth |
| author_facet | A.J. Umbarkar P.D. Sheth |
| author_sort | A.J. Umbarkar |
| collection | DOAJ |
| description | The performance of Genetic Algorithm (GA) depends on various operators. Crossover operator is one of them. Crossover operators are mainly classified as application dependent crossover operators and application independent crossover operators. Effect of crossover operators in GA is application as well as encoding dependent. This paper will help researchers in selecting appropriate crossover operator for better results. The paper contains description about classical standard crossover operators, binary crossover operators, and application dependant crossover operators. Each crossover operator has its own advantages and disadvantages under various circumstances. This paper reviews the crossover operators proposed and experimented by various researchers. |
| first_indexed | 2024-12-13T19:14:12Z |
| format | Article |
| id | doaj.art-dc04f19b651243ef9abde369a3f3a249 |
| institution | Directory Open Access Journal |
| issn | 0976-6561 2229-6956 |
| language | English |
| last_indexed | 2024-12-13T19:14:12Z |
| publishDate | 2015-10-01 |
| publisher | ICT Academy of Tamil Nadu |
| record_format | Article |
| series | ICTACT Journal on Soft Computing |
| spelling | doaj.art-dc04f19b651243ef9abde369a3f3a2492022-12-21T23:34:21ZengICT Academy of Tamil NaduICTACT Journal on Soft Computing0976-65612229-69562015-10-016110831092CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEWA.J. Umbarkar0P.D. Sheth1Walchand College of Engineering, IndiaGovernment College of Engineering, Karad, IndiaThe performance of Genetic Algorithm (GA) depends on various operators. Crossover operator is one of them. Crossover operators are mainly classified as application dependent crossover operators and application independent crossover operators. Effect of crossover operators in GA is application as well as encoding dependent. This paper will help researchers in selecting appropriate crossover operator for better results. The paper contains description about classical standard crossover operators, binary crossover operators, and application dependant crossover operators. Each crossover operator has its own advantages and disadvantages under various circumstances. This paper reviews the crossover operators proposed and experimented by various researchers.http://ictactjournals.in/paper/IJSC_V6_I1_paper_4_pp_1083_1092.pdfEvolutionary AlgorithmGenetic AlgorithmCrossoverGenetic Operators |
| spellingShingle | A.J. Umbarkar P.D. Sheth CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEW ICTACT Journal on Soft Computing Evolutionary Algorithm Genetic Algorithm Crossover Genetic Operators |
| title | CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEW |
| title_full | CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEW |
| title_fullStr | CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEW |
| title_full_unstemmed | CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEW |
| title_short | CROSSOVER OPERATORS IN GENETIC ALGORITHMS: A REVIEW |
| title_sort | crossover operators in genetic algorithms a review |
| topic | Evolutionary Algorithm Genetic Algorithm Crossover Genetic Operators |
| url | http://ictactjournals.in/paper/IJSC_V6_I1_paper_4_pp_1083_1092.pdf |
| work_keys_str_mv | AT ajumbarkar crossoveroperatorsingeneticalgorithmsareview AT pdsheth crossoveroperatorsingeneticalgorithmsareview |