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Article: Case-based polishing process planning with Fuzzy Set Theory
Title | Case-based polishing process planning with Fuzzy Set Theory | ||||||||||
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Authors | |||||||||||
Keywords | Case-based process planning Case-based reasoning Fuzzy Set Theory Process planning | ||||||||||
Issue Date | 2010 | ||||||||||
Publisher | Springer New York LLC. The Journal's web site is located at http://springerlink.metapress.com/openurl.asp?genre=journal&issn=0956-5515 | ||||||||||
Citation | Journal Of Intelligent Manufacturing, 2010, v. 21 n. 6, p. 831-842 How to Cite? | ||||||||||
Abstract | Polishing is widely used as a final processing operation for many products and components. Although the level of automation increases gradually over the years, manual or semi-automatic polishing is still commonly practised. The choice of polishing process parameters is largely based on experience of polishing technicians and involves a lengthy "trial and error" iteration before reaching an acceptable level. This paper proposes to acquire successful projects and build up a case repository of polishing parameters of both products and processes. Case-based reasoning (CBR) is then applied to mimic the experience-based polishing process planning. A problem case is first well-structured and then matched against all cases in the repository. The most similar ones are retrieved for further reasoning for their potentials of being revised and adapted to form an optimal solution. This research combines Fuzzy Set Theory with CBR to address two fundamental problems in polishing process planning. One is that values of product features and process parameters such as polishing force, amount of polishing compounds, polishing wheels, rotating speed, and feed rate cannot be exactly measured and controlled. The other is that influencing relationships between process parameters and polishing quality indicators as measured by surface roughness (Ra) and grossness (Gu) cannot be scientifically established mathematically. A case study is conducted within the collaborating company and the results from the proposed system are generally consistent with the actual decisions. © 2009 Springer Science+Business Media, LLC. | ||||||||||
Persistent Identifier | http://hdl.handle.net/10722/74613 | ||||||||||
ISSN | 2021 Impact Factor: 7.136 2020 SCImago Journal Rankings: 1.271 | ||||||||||
ISI Accession Number ID |
Funding Information: Authors would like to acknowledge financial supports for related work from various companies, HKU Teaching Development Grants (TGD), HKU Seed Fund for Applied Research, National Science Foundation of China (70629002), HKSAR ITF (GHP/015/06, GHP/042/07LP), 863 (2006AA042132) and GDNSF (05200197). | ||||||||||
References | |||||||||||
Grants |
DC Field | Value | Language |
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dc.contributor.author | Zhang, Y | en_HK |
dc.contributor.author | Huang, GQ | en_HK |
dc.contributor.author | Ngai, BKK | en_HK |
dc.contributor.author | Chen, X | en_HK |
dc.date.accessioned | 2010-09-06T07:03:04Z | - |
dc.date.available | 2010-09-06T07:03:04Z | - |
dc.date.issued | 2010 | en_HK |
dc.identifier.citation | Journal Of Intelligent Manufacturing, 2010, v. 21 n. 6, p. 831-842 | en_HK |
dc.identifier.issn | 0956-5515 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/74613 | - |
dc.description.abstract | Polishing is widely used as a final processing operation for many products and components. Although the level of automation increases gradually over the years, manual or semi-automatic polishing is still commonly practised. The choice of polishing process parameters is largely based on experience of polishing technicians and involves a lengthy "trial and error" iteration before reaching an acceptable level. This paper proposes to acquire successful projects and build up a case repository of polishing parameters of both products and processes. Case-based reasoning (CBR) is then applied to mimic the experience-based polishing process planning. A problem case is first well-structured and then matched against all cases in the repository. The most similar ones are retrieved for further reasoning for their potentials of being revised and adapted to form an optimal solution. This research combines Fuzzy Set Theory with CBR to address two fundamental problems in polishing process planning. One is that values of product features and process parameters such as polishing force, amount of polishing compounds, polishing wheels, rotating speed, and feed rate cannot be exactly measured and controlled. The other is that influencing relationships between process parameters and polishing quality indicators as measured by surface roughness (Ra) and grossness (Gu) cannot be scientifically established mathematically. A case study is conducted within the collaborating company and the results from the proposed system are generally consistent with the actual decisions. © 2009 Springer Science+Business Media, LLC. | en_HK |
dc.language | eng | en_HK |
dc.publisher | Springer New York LLC. The Journal's web site is located at http://springerlink.metapress.com/openurl.asp?genre=journal&issn=0956-5515 | en_HK |
dc.relation.ispartof | Journal of Intelligent Manufacturing | en_HK |
dc.subject | Case-based process planning | en_HK |
dc.subject | Case-based reasoning | en_HK |
dc.subject | Fuzzy Set Theory | en_HK |
dc.subject | Process planning | en_HK |
dc.title | Case-based polishing process planning with Fuzzy Set Theory | en_HK |
dc.type | Article | en_HK |
dc.identifier.email | Huang, GQ:gqhuang@hkucc.hku.hk | en_HK |
dc.identifier.authority | Huang, GQ=rp00118 | en_HK |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1007/s10845-009-0259-9 | en_HK |
dc.identifier.scopus | eid_2-s2.0-78650169396 | en_HK |
dc.identifier.hkuros | 160276 | en_HK |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-78650169396&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 21 | en_HK |
dc.identifier.issue | 6 | en_HK |
dc.identifier.spage | 831 | en_HK |
dc.identifier.epage | 842 | en_HK |
dc.identifier.isi | WOS:000284509700016 | - |
dc.publisher.place | United States | en_HK |
dc.relation.project | Gateway system for PRD manufacturers to adopt networked logistics customs clearance platforms | - |
dc.relation.project | RFID-Enabled Real-Time Manufacturing Shop-floor Information Infrastructure for PRD Processing Trade Enterprises | - |
dc.identifier.scopusauthorid | Zhang, Y=8305738300 | en_HK |
dc.identifier.scopusauthorid | Huang, GQ=7403425048 | en_HK |
dc.identifier.scopusauthorid | Ngai, BKK=26421295000 | en_HK |
dc.identifier.scopusauthorid | Chen, X=15031490600 | en_HK |
dc.identifier.citeulike | 4204886 | - |
dc.identifier.issnl | 0956-5515 | - |