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Combination of adaptive enlargement and reduction in the search neighbourhood in the bees algorithm

Ahmad, Siti Azfanizam and Pham, Duc Truong and Abdul Aziz, Faieza (2014) Combination of adaptive enlargement and reduction in the search neighbourhood in the bees algorithm. Applied Mechanics and Materials, 564 . pp. 614-618. ISSN 1660-9336; ESSN: 1662-7482

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Official URL: http://www.scientific.net/AMM.564.614

Abstract

The Bees Algorithm, a heuristic optimisation procedure that mimics bees foraging behaviour, is becoming more popular among swarm intelligence researchers. The algorithm involves neighbourhood and global search and is able to find promising solutions to complex multimodal optimisation problems. The purpose of neighbourhood search is to intensify the search effort around promising solutions, while global search is to enable avoidance of local optima. Despite numerous studies aimed at enhancing the Bees Algorithm, there have not been many attempts at studying neighbourhood search. In this work, the combination of adaptive enlargement and reduction of the search neighbourhood is presented. Two engineering design problems with constraints which were the pressure vessel and speed reducer were selected to demonstrate the performance of the modified algorithm. The experimental results obtained showed that this combination is beneficial to the proposed algorithm.

Item Type:Article
Keyword:Adaptive enlargement; Search neighbourhood; The bees algorithm
Faculty or Institute:Faculty of Engineering
Publisher:Trans Tech Publications
DOI Number:10.4028/www.scientific.net/AMM.564.614
Altmetrics:http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.4028/www.scientific.net/AMM.564.614
ID Code:36810
Deposited By: Nabilah Mustapa
Deposited On:24 May 2015 12:04
Last Modified:23 Oct 2015 11:45

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