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Article: Design and implementation of a process optimizer: A case study on monitoring molding operations
Title | Design and implementation of a process optimizer: A case study on monitoring molding operations |
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Authors | |
Keywords | Artificial intelligence Fuzzy logic reasoning Genetic algorithm Optimization |
Issue Date | 2005 |
Publisher | Elsevier Ltd. |
Citation | Expert Systems, 2005, v. 22 n. 1, p. 12-21 How to Cite? |
Abstract | To cope with the requirements of high dimensional accuracy for injection molding components, it is important to optimize the process parameters in order to sustain the high level dimensional quality of the molded parts. In this respect, a study in the domain of process optimization is of paramount importance in terms of determining the optimal set of injection molding parameters. To this end, a methodology to establish an integrated model which consists of both fuzzy logic reasoning and a genetic algorithm is proposed. These two artificial intelligence techniques can complement each other to form an integrated model which capitalizes on the merits and at the same time offsets the pitfalls of the involved technologies. To validate the feasibility of the proposed model, a case study related to injection molding optimization is also covered in this paper. |
Persistent Identifier | http://hdl.handle.net/10722/74619 |
ISSN | 2023 Impact Factor: 3.0 2023 SCImago Journal Rankings: 0.761 |
ISI Accession Number ID | |
References |
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lau, HCW | en_HK |
dc.contributor.author | Lee, CKM | en_HK |
dc.contributor.author | Ip, WH | en_HK |
dc.contributor.author | Chan, FTS | en_HK |
dc.contributor.author | Leung, RWK | en_HK |
dc.date.accessioned | 2010-09-06T07:03:08Z | - |
dc.date.available | 2010-09-06T07:03:08Z | - |
dc.date.issued | 2005 | en_HK |
dc.identifier.citation | Expert Systems, 2005, v. 22 n. 1, p. 12-21 | en_HK |
dc.identifier.issn | 0266-4720 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/74619 | - |
dc.description.abstract | To cope with the requirements of high dimensional accuracy for injection molding components, it is important to optimize the process parameters in order to sustain the high level dimensional quality of the molded parts. In this respect, a study in the domain of process optimization is of paramount importance in terms of determining the optimal set of injection molding parameters. To this end, a methodology to establish an integrated model which consists of both fuzzy logic reasoning and a genetic algorithm is proposed. These two artificial intelligence techniques can complement each other to form an integrated model which capitalizes on the merits and at the same time offsets the pitfalls of the involved technologies. To validate the feasibility of the proposed model, a case study related to injection molding optimization is also covered in this paper. | en_HK |
dc.language | eng | en_HK |
dc.publisher | Elsevier Ltd. | en_HK |
dc.relation.ispartof | Expert Systems | en_HK |
dc.rights | International Journal of Expert Systems. Copyright © Elsevier Ltd. | en_HK |
dc.subject | Artificial intelligence | en_HK |
dc.subject | Fuzzy logic reasoning | en_HK |
dc.subject | Genetic algorithm | en_HK |
dc.subject | Optimization | en_HK |
dc.title | Design and implementation of a process optimizer: A case study on monitoring molding operations | en_HK |
dc.type | Article | en_HK |
dc.identifier.openurl | http://library.hku.hk:4550/resserv?sid=HKU:IR&issn=0894-9077&volume=22&issue=1&spage=12&epage=21&date=2005&atitle=Design+and+implementation+of+a+process+optimizer:+a+case+study+on+monitoring+molding+operations | en_HK |
dc.identifier.email | Chan, FTS: ftschan@hkucc.hku.hk | en_HK |
dc.identifier.authority | Chan, FTS=rp00090 | en_HK |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.scopus | eid_2-s2.0-27644479575 | en_HK |
dc.identifier.hkuros | 100465 | en_HK |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-27644479575&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 22 | en_HK |
dc.identifier.issue | 1 | en_HK |
dc.identifier.spage | 12 | en_HK |
dc.identifier.epage | 21 | en_HK |
dc.identifier.isi | WOS:000226573900002 | - |
dc.identifier.scopusauthorid | Lau, HCW=7201497785 | en_HK |
dc.identifier.scopusauthorid | Lee, CKM=24468281700 | en_HK |
dc.identifier.scopusauthorid | Ip, WH=7102820032 | en_HK |
dc.identifier.scopusauthorid | Chan, FTS=7202586517 | en_HK |
dc.identifier.scopusauthorid | Leung, RWK=7101875683 | en_HK |
dc.identifier.issnl | 0266-4720 | - |