The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithms
Diversity is an important factor for genetic algorithms to do a successful search. High diversity obtained owing to the migration is one of the most important reasons of generation of successful results by Parallel Genetic Algorithms. While permeability is a new term that analyses the effect of the...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Balikesir University
2016-01-01
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| Series: | An International Journal of Optimization and Control: Theories & Applications |
| Subjects: | |
| Online Access: | http://ijocta.balikesir.edu.tr/index.php/files/article/view/262 |
| _version_ | 1797909712872669184 |
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| author | Gultekin Kuvat Nihat Adar |
| author_facet | Gultekin Kuvat Nihat Adar |
| author_sort | Gultekin Kuvat |
| collection | DOAJ |
| description | Diversity is an important factor for genetic algorithms to do a successful search. High diversity obtained owing to the migration is one of the most important reasons of generation of successful results by Parallel Genetic Algorithms. While permeability is a new term that analyses the effect of the migration parameters in Parallel Genetic Algorithms. In this study, the effect of changing migration intervals on the permeability and the performance of algorithm has been examined and it has been showed that the migration done in exploration phase has made much more contribution to the performance of the algorithm. In addition to this, for the different migration parameters of the individuals that will migrate the values of diversity and permeability have been calculated and the obtained results have been analysed. |
| first_indexed | 2024-04-10T11:12:49Z |
| format | Article |
| id | doaj.art-c2cf5fa04d874fc4949c1d371aa71513 |
| institution | Directory Open Access Journal |
| issn | 2146-0957 2146-5703 |
| language | English |
| last_indexed | 2024-04-10T11:12:49Z |
| publishDate | 2016-01-01 |
| publisher | Balikesir University |
| record_format | Article |
| series | An International Journal of Optimization and Control: Theories & Applications |
| spelling | doaj.art-c2cf5fa04d874fc4949c1d371aa715132023-02-15T16:19:00ZengBalikesir UniversityAn International Journal of Optimization and Control: Theories & Applications2146-09572146-57032016-01-0161233110.11121/ijocta.01.2016.0026277The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithmsGultekin Kuvat0Nihat Adar1Balikesir UniversityEskişehir Osmangazi UniversityDiversity is an important factor for genetic algorithms to do a successful search. High diversity obtained owing to the migration is one of the most important reasons of generation of successful results by Parallel Genetic Algorithms. While permeability is a new term that analyses the effect of the migration parameters in Parallel Genetic Algorithms. In this study, the effect of changing migration intervals on the permeability and the performance of algorithm has been examined and it has been showed that the migration done in exploration phase has made much more contribution to the performance of the algorithm. In addition to this, for the different migration parameters of the individuals that will migrate the values of diversity and permeability have been calculated and the obtained results have been analysed.http://ijocta.balikesir.edu.tr/index.php/files/article/view/262Parallel genetic algorithmsmigrationdiversitypermeability |
| spellingShingle | Gultekin Kuvat Nihat Adar The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithms An International Journal of Optimization and Control: Theories & Applications Parallel genetic algorithms migration diversity permeability |
| title | The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithms |
| title_full | The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithms |
| title_fullStr | The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithms |
| title_full_unstemmed | The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithms |
| title_short | The analysis of the interaction of the migration, diversity and permeability in parallel genetic algorithms |
| title_sort | analysis of the interaction of the migration diversity and permeability in parallel genetic algorithms |
| topic | Parallel genetic algorithms migration diversity permeability |
| url | http://ijocta.balikesir.edu.tr/index.php/files/article/view/262 |
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