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Article: Interweaving genetic programming and genetic algorithm for structural and parametric optimization in adaptive platform product customization

TitleInterweaving genetic programming and genetic algorithm for structural and parametric optimization in adaptive platform product customization
Authors
Li, LHuang, GQNewman, ST
KeywordsEvolutionary algorithm
GBOM
Genetic algorithm
Genetic programming
Platform product customization
Product platform
Issue Date2007
PublisherPergamon. The Journal's web site is located at http://www.elsevier.com/locate/rcim
Citation
Robotics And Computer-Integrated Manufacturing, 2007, v. 23 n. 6, p. 650-658 How to Cite?
DOI: http://dx.doi.org/10.1016/j.rcim.2007.02.014
AbstractAn adaptive product platform offers high customizability for generating feasible product variants for customer requirements. Customization takes place not only to product platform structure but also to its relevant parameters. Structural and parametric optimization processes are interwoven with each other to achieve the total optimality. This paper presents an evolutionary method dealing with interwoven structural and parametric optimization of adaptive platform product customization. The method combines genetic programming and genetic algorithm for handling structural and parametric optimization, respectively. Efficient genetic representation and operation schemes are carefully adapted. While designing these schemes, features specific to structural and parameter customization are considered for the simplification of platform product management. The experimental results show that the performance of the proposed algorithm outperforms that of the tandem evolutionary algorithm in which a genetic algorithm for parametric optimization is totally nested in a genetic programming for structural optimization. © 2007 Elsevier Ltd. All rights reserved.
Persistent Identifierhttp://hdl.handle.net/10722/74603
ISSN
0736-5845
2023 Impact Factor: 9.1
2023 SCImago Journal Rankings: 2.906
ISI Accession Number ID
WOS:000249728600009
References
References in Scopus

 

DC FieldValueLanguage
dc.contributor.authorLi, Len_HK
dc.contributor.authorHuang, GQen_HK
dc.contributor.authorNewman, STen_HK
dc.date.accessioned2010-09-06T07:02:58Z-
dc.date.available2010-09-06T07:02:58Z-
dc.date.issued2007en_HK
dc.identifier.citationRobotics And Computer-Integrated Manufacturing, 2007, v. 23 n. 6, p. 650-658en_HK
dc.identifier.issn0736-5845en_HK
dc.identifier.urihttp://hdl.handle.net/10722/74603-
dc.description.abstractAn adaptive product platform offers high customizability for generating feasible product variants for customer requirements. Customization takes place not only to product platform structure but also to its relevant parameters. Structural and parametric optimization processes are interwoven with each other to achieve the total optimality. This paper presents an evolutionary method dealing with interwoven structural and parametric optimization of adaptive platform product customization. The method combines genetic programming and genetic algorithm for handling structural and parametric optimization, respectively. Efficient genetic representation and operation schemes are carefully adapted. While designing these schemes, features specific to structural and parameter customization are considered for the simplification of platform product management. The experimental results show that the performance of the proposed algorithm outperforms that of the tandem evolutionary algorithm in which a genetic algorithm for parametric optimization is totally nested in a genetic programming for structural optimization. © 2007 Elsevier Ltd. All rights reserved.en_HK
dc.languageengen_HK
dc.publisherPergamon. The Journal's web site is located at http://www.elsevier.com/locate/rcimen_HK
dc.relation.ispartofRobotics and Computer-Integrated Manufacturingen_HK
dc.subjectEvolutionary algorithmen_HK
dc.subjectGBOMen_HK
dc.subjectGenetic algorithmen_HK
dc.subjectGenetic programmingen_HK
dc.subjectPlatform product customizationen_HK
dc.subjectProduct platformen_HK
dc.titleInterweaving genetic programming and genetic algorithm for structural and parametric optimization in adaptive platform product customizationen_HK
dc.typeArticleen_HK
dc.identifier.openurlhttp://library.hku.hk:4550/resserv?sid=HKU:IR&issn=0736-5845&volume=6 &issue=23&spage=&epage=&date=2007&atitle=Interweaving+genetic+programming+and+genetic+algorithm+for+structural+and+parametric+optimization+in+adaptive+platform+product+customizationen_HK
dc.identifier.emailHuang, GQ:gqhuang@hkucc.hku.hken_HK
dc.identifier.authorityHuang, GQ=rp00118en_HK
dc.description.naturelink_to_subscribed_fulltext-
dc.identifier.doi10.1016/j.rcim.2007.02.014en_HK
dc.identifier.scopuseid_2-s2.0-34547781110en_HK
dc.identifier.hkuros149744en_HK
dc.relation.referenceshttp://www.scopus.com/mlt/select.url?eid=2-s2.0-34547781110&selection=ref&src=s&origin=recordpageen_HK
dc.identifier.volume23en_HK
dc.identifier.issue6en_HK
dc.identifier.spage650en_HK
dc.identifier.epage658en_HK
dc.identifier.isiWOS:000249728600009-
dc.publisher.placeUnited Kingdomen_HK
dc.identifier.scopusauthoridLi, L=36064664900en_HK
dc.identifier.scopusauthoridHuang, GQ=7403425048en_HK
dc.identifier.scopusauthoridNewman, ST=7402545830en_HK
dc.identifier.issnl0736-5845-

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