Please use this identifier to cite or link to this item: https://doi.org/10.1109/TSMCB.2006.883270
DC FieldValue
dc.titleA multiobjective memetic algorithm based on particle swarm optimization
dc.contributor.authorLiu, D.
dc.contributor.authorTan, K.C.
dc.contributor.authorGoh, C.K.
dc.contributor.authorHo, W.K.
dc.date.accessioned2014-06-16T09:31:22Z
dc.date.available2014-06-16T09:31:22Z
dc.date.issued2007-02
dc.identifier.citationLiu, D., Tan, K.C., Goh, C.K., Ho, W.K. (2007-02). A multiobjective memetic algorithm based on particle swarm optimization. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 37 (1) : 42-50. ScholarBank@NUS Repository. https://doi.org/10.1109/TSMCB.2006.883270
dc.identifier.issn10834419
dc.identifier.urihttp://scholarbank.nus.edu.sg/handle/10635/54458
dc.description.abstractIn this paper, a new memetic algorithm (MA) for multiobjective (MO) optimization is proposed, which combines the global search ability of particle swarm optimization with a synchronous local search heuristic for directed local fine-tuning. A new particle updating strategy is proposed based upon the concept of fuzzy global-best to deal with the problem of premature convergence and diversity maintenance within the swarm. The proposed features are examined to show their individual and combined effects in MO optimization. The comparative study shows the effectiveness of the proposed MA, which produces solution sets that are highly competitive in terms of convergence, diversity, and distribution. © 2007 IEEE.
dc.description.urihttp://libproxy1.nus.edu.sg/login?url=http://dx.doi.org/10.1109/TSMCB.2006.883270
dc.sourceScopus
dc.subjectMemetic algorithm (MA)
dc.subjectMultiobjective (MO) optimization
dc.subjectParticle swarm optimization (PSO)
dc.typeArticle
dc.contributor.departmentELECTRICAL & COMPUTER ENGINEERING
dc.description.doi10.1109/TSMCB.2006.883270
dc.description.sourcetitleIEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
dc.description.volume37
dc.description.issue1
dc.description.page42-50
dc.description.codenITSCF
dc.identifier.isiut000244131800005
Appears in Collections:Staff Publications

Show simple item record
Files in This Item:
There are no files associated with this item.

SCOPUSTM   
Citations

217
checked on Dec 3, 2021

WEB OF SCIENCETM
Citations

181
checked on Nov 18, 2021

Page view(s)

129
checked on Dec 2, 2021

Google ScholarTM

Check

Altmetric


Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.