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Conference Paper: An inter-molecular adaptive collision scheme for Chemical Reaction Optimization

TitleAn inter-molecular adaptive collision scheme for Chemical Reaction Optimization
Authors
KeywordsChemical reaction optimization
Global optimization
Inter-molecular operator
Evolutionary computation
Meta-heuristic
Issue Date2014
PublisherIEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000284
Citation
The 2014 IEEE Congress on Evolutionary Computation (CEC 2014), Beijing, China, 6-July 2014. In Conference Proceedings, 2014, p. 1998-2004 How to Cite?
AbstractOptimization techniques are frequently applied in science and engineering research and development. Evolutionary algorithms, as a kind of general-purpose metaheuristic, have been shown to be very effective in solving a wide range of optimization problems. A recently proposed chemical-reaction-inspired metaheuristic, Chemical Reaction Optimization (CRO), has been applied to solve many global optimization problems. However, the functionality of the inter-molecular ineffective collision operator in the canonical CRO design overlaps that of the on-wall ineffective collision operator, which can potential impair the overall performance. In this paper we propose a new inter-molecular ineffective collision operator for CRO for global optimization. To fully utilize our newly proposed operator, we also design a scheme to adapt the algorithm to optimization problems with different search space characteristics. We analyze the performance of our proposed algorithm with a number of widely used benchmark functions. The simulation results indicate that the new algorithm has superior performance over the canonical CRO. © 2014 IEEE.
Persistent Identifierhttp://hdl.handle.net/10722/219765
ISBN

 

DC FieldValueLanguage
dc.contributor.authorYu, JJQ-
dc.contributor.authorLi, VOK-
dc.contributor.authorLam, AYS-
dc.date.accessioned2015-09-23T02:57:54Z-
dc.date.available2015-09-23T02:57:54Z-
dc.date.issued2014-
dc.identifier.citationThe 2014 IEEE Congress on Evolutionary Computation (CEC 2014), Beijing, China, 6-July 2014. In Conference Proceedings, 2014, p. 1998-2004-
dc.identifier.isbn978-1-4799-1488-3-
dc.identifier.urihttp://hdl.handle.net/10722/219765-
dc.description.abstractOptimization techniques are frequently applied in science and engineering research and development. Evolutionary algorithms, as a kind of general-purpose metaheuristic, have been shown to be very effective in solving a wide range of optimization problems. A recently proposed chemical-reaction-inspired metaheuristic, Chemical Reaction Optimization (CRO), has been applied to solve many global optimization problems. However, the functionality of the inter-molecular ineffective collision operator in the canonical CRO design overlaps that of the on-wall ineffective collision operator, which can potential impair the overall performance. In this paper we propose a new inter-molecular ineffective collision operator for CRO for global optimization. To fully utilize our newly proposed operator, we also design a scheme to adapt the algorithm to optimization problems with different search space characteristics. We analyze the performance of our proposed algorithm with a number of widely used benchmark functions. The simulation results indicate that the new algorithm has superior performance over the canonical CRO. © 2014 IEEE.-
dc.languageeng-
dc.publisherIEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000284-
dc.relation.ispartofCongress on Evolutionary Computation (CEC)-
dc.rightsCongress on Evolutionary Computation (CEC). Copyright © IEEE.-
dc.rights©2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.-
dc.rightsCreative Commons: Attribution 3.0 Hong Kong License-
dc.subjectChemical reaction optimization-
dc.subjectGlobal optimization-
dc.subjectInter-molecular operator-
dc.subjectEvolutionary computation-
dc.subjectMeta-heuristic-
dc.titleAn inter-molecular adaptive collision scheme for Chemical Reaction Optimization-
dc.typeConference_Paper-
dc.identifier.emailLi, VOK: vli@eee.hku.hk-
dc.identifier.emailLam, AYS: ayslam@eee.hku.hk-
dc.identifier.authorityLi, VOK=rp00150-
dc.identifier.authorityLam, AYS=rp02083-
dc.description.naturepostprint-
dc.identifier.doi10.1109/CEC.2014.6900234-
dc.identifier.scopuseid_2-s2.0-84908565752-
dc.identifier.hkuros254217-
dc.identifier.hkuros261761-
dc.identifier.spage1998-
dc.identifier.epage2004-
dc.publisher.placeUnited States-
dc.customcontrol.immutablesml 160908 - merged-

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