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...

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Main Authors:	Kamaruddin, Shafie, Bahari, Muhammad Syahril, Pham, Duc Truong, Mohd Amin Hamzas, Mohd Fidzwan, Zakaria, S
Format:	Article
Language:	English English
Published:	AIP Publishing 2019
Subjects:	TJ212 Control engineering
Online Access:	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

id	iium-74135
recordtype	eprints
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
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English
topic	TJ212 Control engineering
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
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.
format	Article
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
title	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_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_sort	bees algorithm enhanced with nelder and mead method for numerical function optimisation
publisher	AIP Publishing
publishDate	2019
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
first_indexed	2023-09-18T21:45:01Z
last_indexed	2023-09-18T21:45:01Z
_version_	1777413392211902464

Bees algorithm enhanced with Nelder and Mead method for numerical function optimisation

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