A true annealing approach to the marriage in honey-bees optimization algorithm

Marriage in Honey-Bees Optimization is a new swarm intelligence technique inspired by the marriage process of honey-bees. It has been shown to be very effective in solving the propositional satisfiability problem known as 3-SAT. The objective of this paper is to test a conventional annealing approac...

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Main Authors: Teo, Jason Tze Wi, Hussein A. Abbass
Format: Article
Language:English
Published: Imperial College Press 2003
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Online Access:https://eprints.ums.edu.my/id/eprint/18801/1/A%20true%20annealing%20approach%20to%20the%20marriage%20in%20honey.pdf
https://eprints.ums.edu.my/id/eprint/18801/
https://doi.org/10.1142/S146902680300094X
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spelling my.ums.eprints.188012018-02-18T11:56:23Z https://eprints.ums.edu.my/id/eprint/18801/ A true annealing approach to the marriage in honey-bees optimization algorithm Teo, Jason Tze Wi Hussein A. Abbass Q Science (General) Marriage in Honey-Bees Optimization is a new swarm intelligence technique inspired by the marriage process of honey-bees. It has been shown to be very effective in solving the propositional satisfiability problem known as 3-SAT. The objective of this paper is to test a conventional annealing approach as the basis for determining the pool of drones. The modified algorithm is tested using a group of randomly generated hard 3-SAT problems to compare its behavior and efficiency against previous implementations. The overall performance of the MBO algorithm was found to have improved significantly using the proposed annealing function. Furthermore, a dramatic improvement was noted with the committee machine using this true annealing approach. Imperial College Press 2003-06 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/18801/1/A%20true%20annealing%20approach%20to%20the%20marriage%20in%20honey.pdf Teo, Jason Tze Wi and Hussein A. Abbass (2003) A true annealing approach to the marriage in honey-bees optimization algorithm. International Journal of Computational Intelligence and Applications, 3 (2). pp. 199-211. ISSN 1757-5885 https://doi.org/10.1142/S146902680300094X
institution Universiti Malaysia Sabah
building UMS Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sabah
content_source UMS Institutional Repository
url_provider http://eprints.ums.edu.my/
language English
topic Q Science (General)
spellingShingle Q Science (General)
Teo, Jason Tze Wi
Hussein A. Abbass
A true annealing approach to the marriage in honey-bees optimization algorithm
description Marriage in Honey-Bees Optimization is a new swarm intelligence technique inspired by the marriage process of honey-bees. It has been shown to be very effective in solving the propositional satisfiability problem known as 3-SAT. The objective of this paper is to test a conventional annealing approach as the basis for determining the pool of drones. The modified algorithm is tested using a group of randomly generated hard 3-SAT problems to compare its behavior and efficiency against previous implementations. The overall performance of the MBO algorithm was found to have improved significantly using the proposed annealing function. Furthermore, a dramatic improvement was noted with the committee machine using this true annealing approach.
format Article
author Teo, Jason Tze Wi
Hussein A. Abbass
author_facet Teo, Jason Tze Wi
Hussein A. Abbass
author_sort Teo, Jason Tze Wi
title A true annealing approach to the marriage in honey-bees optimization algorithm
title_short A true annealing approach to the marriage in honey-bees optimization algorithm
title_full A true annealing approach to the marriage in honey-bees optimization algorithm
title_fullStr A true annealing approach to the marriage in honey-bees optimization algorithm
title_full_unstemmed A true annealing approach to the marriage in honey-bees optimization algorithm
title_sort true annealing approach to the marriage in honey-bees optimization algorithm
publisher Imperial College Press
publishDate 2003
url https://eprints.ums.edu.my/id/eprint/18801/1/A%20true%20annealing%20approach%20to%20the%20marriage%20in%20honey.pdf
https://eprints.ums.edu.my/id/eprint/18801/
https://doi.org/10.1142/S146902680300094X
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score 13.160551