Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions
This paper presents the implementation analysis of the benchmark Rosenbrock and Levy test functions using the Cuckoo Search with emphasis on the effect of the search population and iterations count in the algorithms search processes. After many experimental procedures, this study revealed that deplo...
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| Format: | Article |
| Language: | English |
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Universiti Utara Malaysia Press
2018
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| Online Access: | https://repo.uum.edu.my/id/eprint/29123/1/JICT%2017%2001%202018%2017-32.pdf |
| _version_ | 1803629587866845184 |
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| author | Odili, Julius Beneoluchi |
| author_facet | Odili, Julius Beneoluchi |
| author_sort | Odili, Julius Beneoluchi |
| collection | UUM |
| description | This paper presents the implementation analysis of the benchmark Rosenbrock and Levy test functions using the Cuckoo Search with emphasis on the effect of the search population and iterations count in the algorithms search processes. After many experimental procedures, this study revealed that deploying a population of 10 nests is sufficient to obtain acceptable solutions to the Rosenbrock and Levy test functions (or any similar problem to these test landscapes). In fact, increasing the search population to 25 or more nests was a demerit to the Cuckoo Search as it resulted in increased processing overhead without any improvement in processing outcomes. In terms of the iteration count, it was discovered that the Cuckoo Search could obtain satisfactory results in as little as 100 iterations. The outcome of this study is beneficial to the research community as it helps in facilitating the choice of parameters whenever one is confronted with similar problems. |
| first_indexed | 2024-07-04T06:40:14Z |
| format | Article |
| id | uum-29123 |
| institution | Universiti Utara Malaysia |
| language | English |
| last_indexed | 2024-07-04T06:40:14Z |
| publishDate | 2018 |
| publisher | Universiti Utara Malaysia Press |
| record_format | dspace |
| spelling | uum-291232023-01-29T01:33:31Z https://repo.uum.edu.my/id/eprint/29123/ Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions Odili, Julius Beneoluchi TJ Mechanical engineering and machinery This paper presents the implementation analysis of the benchmark Rosenbrock and Levy test functions using the Cuckoo Search with emphasis on the effect of the search population and iterations count in the algorithms search processes. After many experimental procedures, this study revealed that deploying a population of 10 nests is sufficient to obtain acceptable solutions to the Rosenbrock and Levy test functions (or any similar problem to these test landscapes). In fact, increasing the search population to 25 or more nests was a demerit to the Cuckoo Search as it resulted in increased processing overhead without any improvement in processing outcomes. In terms of the iteration count, it was discovered that the Cuckoo Search could obtain satisfactory results in as little as 100 iterations. The outcome of this study is beneficial to the research community as it helps in facilitating the choice of parameters whenever one is confronted with similar problems. Universiti Utara Malaysia Press 2018 Article PeerReviewed application/pdf en https://repo.uum.edu.my/id/eprint/29123/1/JICT%2017%2001%202018%2017-32.pdf Odili, Julius Beneoluchi (2018) Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions. Journal of Information and Communication Technology, 17 (1). pp. 17-32. ISSN 2180-3862 |
| spellingShingle | TJ Mechanical engineering and machinery Odili, Julius Beneoluchi Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions |
| title | Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions |
| title_full | Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions |
| title_fullStr | Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions |
| title_full_unstemmed | Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions |
| title_short | Implementation Analysis of Cuckoo Search for The Benchmark Rosenbrock and Levy Test Functions |
| title_sort | implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions |
| topic | TJ Mechanical engineering and machinery |
| url | https://repo.uum.edu.my/id/eprint/29123/1/JICT%2017%2001%202018%2017-32.pdf |
| work_keys_str_mv | AT odilijuliusbeneoluchi implementationanalysisofcuckoosearchforthebenchmarkrosenbrockandlevytestfunctions |