Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation
The Bees Algorithm is a population-based optimisation algorithm inspired by the food foraging behaviour of honey bees. Over the years, this algorithm has been successfully applied to many optimisation problems. In order to enhance its accuracy and convergence rate, it is proposed to employ the Nelde...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English English |
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AIP Publishing
2019
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| Online Access: | http://irep.iium.edu.my/74135/ http://irep.iium.edu.my/74135/1/10.1063%401.5118174.pdf http://irep.iium.edu.my/74135/7/74135_Bees%20algorithm%20enhanced%20with%20Nelder_scopus.pdf |
| _version_ | 1848787915402903552 |
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| author | Kamaruddin, Shafie Bahari, Muhammad Syahril Pham, Duc Truong Mohd Amin Hamzas, Mohd Fidzwan Zakaria, S |
| author_facet | Kamaruddin, Shafie Bahari, Muhammad Syahril Pham, Duc Truong Mohd Amin Hamzas, Mohd Fidzwan Zakaria, S |
| author_sort | Kamaruddin, Shafie |
| building | IIUM Repository |
| collection | Online Access |
| description | The Bees Algorithm is a population-based optimisation algorithm inspired by the food foraging behaviour of honey bees. Over the years, this algorithm has been successfully applied to many optimisation problems. In order to enhance its accuracy and convergence rate, it is proposed to employ the Nelder and Mead (NM) method to implement the local search phase of the algorithm. The enhanced algorithm uses directional information to direct recruited bees towards better fitness positions within the local search area. The performance of the proposed algorithm was tested on a set of seventeen well-known benchmark functions. Numerical results show that the proposed algorithm generally performs better than the standard Bees Algorithm. |
| first_indexed | 2025-11-14T17:32:31Z |
| format | Article |
| id | iium-74135 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T17:32:31Z |
| publishDate | 2019 |
| publisher | AIP Publishing |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-741352019-11-24T10:27:47Z http://irep.iium.edu.my/74135/ Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation Kamaruddin, Shafie Bahari, Muhammad Syahril Pham, Duc Truong Mohd Amin Hamzas, Mohd Fidzwan Zakaria, S TJ212 Control engineering The Bees Algorithm is a population-based optimisation algorithm inspired by the food foraging behaviour of honey bees. Over the years, this algorithm has been successfully applied to many optimisation problems. In order to enhance its accuracy and convergence rate, it is proposed to employ the Nelder and Mead (NM) method to implement the local search phase of the algorithm. The enhanced algorithm uses directional information to direct recruited bees towards better fitness positions within the local search area. The performance of the proposed algorithm was tested on a set of seventeen well-known benchmark functions. Numerical results show that the proposed algorithm generally performs better than the standard Bees Algorithm. AIP Publishing 2019-07-30 Article PeerReviewed application/pdf en http://irep.iium.edu.my/74135/1/10.1063%401.5118174.pdf application/pdf en http://irep.iium.edu.my/74135/7/74135_Bees%20algorithm%20enhanced%20with%20Nelder_scopus.pdf Kamaruddin, Shafie and Bahari, Muhammad Syahril and Pham, Duc Truong and Mohd Amin Hamzas, Mohd Fidzwan and Zakaria, S (2019) Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation. AIP Conference Proceedings, 2129. pp. 1-9. https://aip.scitation.org/doi/abs/10.1063/1.5118174 |
| spellingShingle | TJ212 Control engineering Kamaruddin, Shafie Bahari, Muhammad Syahril Pham, Duc Truong Mohd Amin Hamzas, Mohd Fidzwan Zakaria, S Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation |
| title | Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation |
| title_full | Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation |
| title_fullStr | Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation |
| title_full_unstemmed | Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation |
| title_short | Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation |
| title_sort | bees algorithm enhanced with nelder and mead method for numerical function optimisation |
| topic | TJ212 Control engineering |
| url | http://irep.iium.edu.my/74135/ http://irep.iium.edu.my/74135/ http://irep.iium.edu.my/74135/1/10.1063%401.5118174.pdf http://irep.iium.edu.my/74135/7/74135_Bees%20algorithm%20enhanced%20with%20Nelder_scopus.pdf |