Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm
Presently, the Cuckoo Search algorithm is attracting unprecedented attention from the research community and applications of the algorithm are expected to increase in number rapidly in the future. The purpose of this study is to assist potential developers in selecting the most suitable cuckoo sea...
| Main Authors: | , , , , , , , , |
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| Format: | Article |
| Language: | English English |
| Published: |
Elsevier
2017
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/58051/ http://irep.iium.edu.my/58051/1/Bio.pdf http://irep.iium.edu.my/58051/7/58051_Bio-inspired%20computation_scopus.pdf |
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| author | Haruna, Chiroma Herawan, Tutut Iztok, Fister Jr Iztok, Fister Abdulkareem, Sameem Shuib, Liyana Mukhtar, Fatihu Hamza Younes, Saadi Abubakar, Adamu |
| author_facet | Haruna, Chiroma Herawan, Tutut Iztok, Fister Jr Iztok, Fister Abdulkareem, Sameem Shuib, Liyana Mukhtar, Fatihu Hamza Younes, Saadi Abubakar, Adamu |
| author_sort | Haruna, Chiroma |
| building | IIUM Repository |
| collection | Online Access |
| description | Presently, the Cuckoo Search algorithm is attracting unprecedented attention from the research community
and applications of the algorithm are expected to increase in number rapidly in the future. The
purpose of this study is to assist potential developers in selecting the most suitable cuckoo search variant,
provide proper guidance in future modifications and ease the selection of the optimal cuckoo search
parameters. Several researchers have attempted to apply several modifications to the original cuckoo
search algorithm in order to advance its effectiveness. This paper reviews the recent advances of these
modifications made to the original cuckoo search by analyzing recent published papers tackling this subject.
Additionally, the influences of various parameter settings regarding cuckoo search are taken into
account in order to provide their optimal settings for specific problem classes. In order to estimate the
qualities of the modifications, the percentage improvements made by the modified cuckoo search over
the original cuckoo search for some selected reviews studies are computed. It is found that the population
reduction and usage of biased random walk are the most frequently used modifications. This study can
be used by both expert and novice researchers for outlining directions for future development, and to
find the best modifications, together with the corresponding optimal setting of parameters for specific
problems. The review can also serve as a benchmark for further modifications of the original cuckoo
search. |
| first_indexed | 2025-11-14T16:46:52Z |
| format | Article |
| id | iium-58051 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T16:46:52Z |
| publishDate | 2017 |
| publisher | Elsevier |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-580512018-03-17T06:42:34Z http://irep.iium.edu.my/58051/ Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm Haruna, Chiroma Herawan, Tutut Iztok, Fister Jr Iztok, Fister Abdulkareem, Sameem Shuib, Liyana Mukhtar, Fatihu Hamza Younes, Saadi Abubakar, Adamu Q350 Information theory Presently, the Cuckoo Search algorithm is attracting unprecedented attention from the research community and applications of the algorithm are expected to increase in number rapidly in the future. The purpose of this study is to assist potential developers in selecting the most suitable cuckoo search variant, provide proper guidance in future modifications and ease the selection of the optimal cuckoo search parameters. Several researchers have attempted to apply several modifications to the original cuckoo search algorithm in order to advance its effectiveness. This paper reviews the recent advances of these modifications made to the original cuckoo search by analyzing recent published papers tackling this subject. Additionally, the influences of various parameter settings regarding cuckoo search are taken into account in order to provide their optimal settings for specific problem classes. In order to estimate the qualities of the modifications, the percentage improvements made by the modified cuckoo search over the original cuckoo search for some selected reviews studies are computed. It is found that the population reduction and usage of biased random walk are the most frequently used modifications. This study can be used by both expert and novice researchers for outlining directions for future development, and to find the best modifications, together with the corresponding optimal setting of parameters for specific problems. The review can also serve as a benchmark for further modifications of the original cuckoo search. Elsevier 2017-12 Article PeerReviewed application/pdf en http://irep.iium.edu.my/58051/1/Bio.pdf application/pdf en http://irep.iium.edu.my/58051/7/58051_Bio-inspired%20computation_scopus.pdf Haruna, Chiroma and Herawan, Tutut and Iztok, Fister Jr and Iztok, Fister and Abdulkareem, Sameem and Shuib, Liyana and Mukhtar, Fatihu Hamza and Younes, Saadi and Abubakar, Adamu (2017) Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm. Applied Soft Computing, 61. pp. 149-173. ISSN 1568-4946 http://www.sciencedirect.com/science/article/pii/S1568494617304738 10.1016/j.asoc.2017.07.053 |
| spellingShingle | Q350 Information theory Haruna, Chiroma Herawan, Tutut Iztok, Fister Jr Iztok, Fister Abdulkareem, Sameem Shuib, Liyana Mukhtar, Fatihu Hamza Younes, Saadi Abubakar, Adamu Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm |
| title | Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm |
| title_full | Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm |
| title_fullStr | Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm |
| title_full_unstemmed | Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm |
| title_short | Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm |
| title_sort | bio-inspired computation: recent development on the modifications of the cuckoo search algorithm |
| topic | Q350 Information theory |
| url | http://irep.iium.edu.my/58051/ http://irep.iium.edu.my/58051/ http://irep.iium.edu.my/58051/ http://irep.iium.edu.my/58051/1/Bio.pdf http://irep.iium.edu.my/58051/7/58051_Bio-inspired%20computation_scopus.pdf |