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A modified scout bee for artificial bee colony algorithm and its performance on optimization problems

The artificial bee colony (ABC) is one of the swarm intelligence algorithms used to solve optimization problems which is inspired by the foraging behaviour of the honey bees. In this paper, artificial bee colony with the rate of change technique which models the behaviour of scout bee to improve the...

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Main Authors: Anuar, S., Selamat, A., Sallehuddin, R.
Format: Article
Language:English
Published: King Saud bin Abdulaziz University 2016
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://eprints.utm.my/id/eprint/71988/1/RoselinaSallehuddin2016_AModifiedScoutBeeforArtificialBee.pdf
http://eprints.utm.my/id/eprint/71988/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84988904856&doi=10.1016%2fj.jksuci.2016.03.001&partnerID=40&md5=7dea3109ea541323e88ed5257c3d0a9d
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spelling my.utm.719882017-11-23T06:19:24Z http://eprints.utm.my/id/eprint/71988/ A modified scout bee for artificial bee colony algorithm and its performance on optimization problems Anuar, S. Selamat, A. Sallehuddin, R. QA75 Electronic computers. Computer science The artificial bee colony (ABC) is one of the swarm intelligence algorithms used to solve optimization problems which is inspired by the foraging behaviour of the honey bees. In this paper, artificial bee colony with the rate of change technique which models the behaviour of scout bee to improve the performance of the standard ABC in terms of exploration is introduced. The technique is called artificial bee colony rate of change (ABC-ROC) because the scout bee process depends on the rate of change on the performance graph, replace the parameter limit. The performance of ABC-ROC is analysed on a set of benchmark problems and also on the effect of the parameter colony size. Furthermore, the performance of ABC-ROC is compared with the state of the art algorithms. King Saud bin Abdulaziz University 2016 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/71988/1/RoselinaSallehuddin2016_AModifiedScoutBeeforArtificialBee.pdf Anuar, S. and Selamat, A. and Sallehuddin, R. (2016) A modified scout bee for artificial bee colony algorithm and its performance on optimization problems. Journal of King Saud University - Computer and Information Sciences, 28 (4). pp. 395-406. ISSN 1319-1578 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84988904856&doi=10.1016%2fj.jksuci.2016.03.001&partnerID=40&md5=7dea3109ea541323e88ed5257c3d0a9d
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Anuar, S.
Selamat, A.
Sallehuddin, R.
A modified scout bee for artificial bee colony algorithm and its performance on optimization problems
description The artificial bee colony (ABC) is one of the swarm intelligence algorithms used to solve optimization problems which is inspired by the foraging behaviour of the honey bees. In this paper, artificial bee colony with the rate of change technique which models the behaviour of scout bee to improve the performance of the standard ABC in terms of exploration is introduced. The technique is called artificial bee colony rate of change (ABC-ROC) because the scout bee process depends on the rate of change on the performance graph, replace the parameter limit. The performance of ABC-ROC is analysed on a set of benchmark problems and also on the effect of the parameter colony size. Furthermore, the performance of ABC-ROC is compared with the state of the art algorithms.
format Article
author Anuar, S.
Selamat, A.
Sallehuddin, R.
author_facet Anuar, S.
Selamat, A.
Sallehuddin, R.
author_sort Anuar, S.
title A modified scout bee for artificial bee colony algorithm and its performance on optimization problems
title_short A modified scout bee for artificial bee colony algorithm and its performance on optimization problems
title_full A modified scout bee for artificial bee colony algorithm and its performance on optimization problems
title_fullStr A modified scout bee for artificial bee colony algorithm and its performance on optimization problems
title_full_unstemmed A modified scout bee for artificial bee colony algorithm and its performance on optimization problems
title_sort modified scout bee for artificial bee colony algorithm and its performance on optimization problems
publisher King Saud bin Abdulaziz University
publishDate 2016
url http://eprints.utm.my/id/eprint/71988/1/RoselinaSallehuddin2016_AModifiedScoutBeeforArtificialBee.pdf
http://eprints.utm.my/id/eprint/71988/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84988904856&doi=10.1016%2fj.jksuci.2016.03.001&partnerID=40&md5=7dea3109ea541323e88ed5257c3d0a9d
_version_ 1643656331016536064
score 13.211869

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