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Experimental analysis of bound handling techniques in particle swarm optimization
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Helwig, S., Branke, Jürgen and Mostaghim, S. (2013) Experimental analysis of bound handling techniques in particle swarm optimization. IEEE Transactions on Evolutionary Computation, Volume 17 (Number 2). pp. 259-271. doi:10.1109/TEVC.2012.2189404 ISSN 1089-778X.
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Official URL: http://dx.doi.org/10.1109/TEVC.2012.2189404
Abstract
Many practical optimization problems are constrained, and have a bounded search space. In this paper, we propose and compare a wide variety of bound handling techniques for particle swarm optimization. By examining their performance on flat landscapes, we show that many bound handling techniques introduce significant search bias. Furthermore, we compare the performance of many bound handling techniques on a variety of test problems, demonstrating that the bound handling technique can have a major impact on the algorithm performance, and that the method recently proposed as standard does generally not perform well.
| Item Type: | Journal Article | ||||
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| Divisions: | Faculty of Social Sciences > Warwick Business School > Operational Research & Management Sciences Faculty of Social Sciences > Warwick Business School |
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| Journal or Publication Title: | IEEE Transactions on Evolutionary Computation | ||||
| Publisher: | IEEE | ||||
| ISSN: | 1089-778X | ||||
| Official Date: | April 2013 | ||||
| Dates: |
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| Volume: | Volume 17 | ||||
| Number: | Number 2 | ||||
| Page Range: | pp. 259-271 | ||||
| DOI: | 10.1109/TEVC.2012.2189404 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Access rights to Published version: | Restricted or Subscription Access |
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