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Article: Two-stage hybrid batching flowshop scheduling with blocking and machine availability constraints using genetic algorithm
Title | Two-stage hybrid batching flowshop scheduling with blocking and machine availability constraints using genetic algorithm | ||||||||||
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Authors | |||||||||||
Keywords | Batching scheduling Flowshop scheduling Genetic algorithm | ||||||||||
Issue Date | 2009 | ||||||||||
Publisher | Pergamon. The Journal's web site is located at http://www.elsevier.com/locate/rcim | ||||||||||
Citation | Robotics And Computer-Integrated Manufacturing, 2009, v. 25 n. 6, p. 962-971 How to Cite? | ||||||||||
Abstract | This research investigates a two-stage hybrid flowshop scheduling problem in a metal-working company. The first stage consists of multiple parallel machines and the second stage has only one machine. Four characteristics of the company have substantiated the complexity of the problem. First, all machines in stage one are able to process multiple jobs simultaneously but the jobs must be sequentially set up one after another. Second, the setup time of each job is separated from its processing time and depends upon its preceding job. Third, a blocking environment exists between two stages with no intermediate buffer storage. Finally, machines are not continuously available due to the preventive maintenance and machine breakdown. Two types of machine unavailability, namely, deterministic case and stochastic case, are identified in this problem. The former occurs on stage-two machine with the start time and the end time known in advance. The latter occurs on one of the parallel machine in stage one and a real-time rescheduling will be triggered. Minimizing the makespan is considered as the objective to develop the optimal scheduling algorithm. A genetic algorithm is used to obtain a near-optimal solution. The computational results with actual data are favorable and superior over the results from existing manual schedules. © 2009 Elsevier Ltd. All rights reserved. | ||||||||||
Persistent Identifier | http://hdl.handle.net/10722/74500 | ||||||||||
ISSN | 2023 Impact Factor: 9.1 2023 SCImago Journal Rankings: 2.906 | ||||||||||
ISI Accession Number ID |
Funding Information: The authors are grateful to the collaborating company for its generous financial support for this research. Financial support from NSFC (#70629002), Hong Kong SAR ITF Grant (GHP/042/07LP), China 863 High-Tech Program (2006AA04ZI32) and Guangdong CIMS Key Lab (05200197) are also acknowledged. | ||||||||||
References | |||||||||||
Grants |
DC Field | Value | Language |
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dc.contributor.author | Luo, H | en_HK |
dc.contributor.author | Huang, GQ | en_HK |
dc.contributor.author | Zhang, Y | en_HK |
dc.contributor.author | Dai, Q | en_HK |
dc.contributor.author | Chen, X | en_HK |
dc.date.accessioned | 2010-09-06T07:01:56Z | - |
dc.date.available | 2010-09-06T07:01:56Z | - |
dc.date.issued | 2009 | en_HK |
dc.identifier.citation | Robotics And Computer-Integrated Manufacturing, 2009, v. 25 n. 6, p. 962-971 | en_HK |
dc.identifier.issn | 0736-5845 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/74500 | - |
dc.description.abstract | This research investigates a two-stage hybrid flowshop scheduling problem in a metal-working company. The first stage consists of multiple parallel machines and the second stage has only one machine. Four characteristics of the company have substantiated the complexity of the problem. First, all machines in stage one are able to process multiple jobs simultaneously but the jobs must be sequentially set up one after another. Second, the setup time of each job is separated from its processing time and depends upon its preceding job. Third, a blocking environment exists between two stages with no intermediate buffer storage. Finally, machines are not continuously available due to the preventive maintenance and machine breakdown. Two types of machine unavailability, namely, deterministic case and stochastic case, are identified in this problem. The former occurs on stage-two machine with the start time and the end time known in advance. The latter occurs on one of the parallel machine in stage one and a real-time rescheduling will be triggered. Minimizing the makespan is considered as the objective to develop the optimal scheduling algorithm. A genetic algorithm is used to obtain a near-optimal solution. The computational results with actual data are favorable and superior over the results from existing manual schedules. © 2009 Elsevier Ltd. All rights reserved. | en_HK |
dc.language | eng | en_HK |
dc.publisher | Pergamon. The Journal's web site is located at http://www.elsevier.com/locate/rcim | en_HK |
dc.relation.ispartof | Robotics and Computer-Integrated Manufacturing | en_HK |
dc.subject | Batching scheduling | en_HK |
dc.subject | Flowshop scheduling | en_HK |
dc.subject | Genetic algorithm | en_HK |
dc.title | Two-stage hybrid batching flowshop scheduling with blocking and machine availability constraints using genetic algorithm | en_HK |
dc.type | Article | en_HK |
dc.identifier.openurl | http://library.hku.hk:4550/resserv?sid=HKU:IR&issn=0736-5845&volume=25&spage=962&epage=971 &date=2009&atitle=Two-stage+hybrid+batching+flowshop+scheduling+with+blocking+and+machine+availability+constraints+using+genetic+algorithm+ | 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 | 10.1016/j.rcim.2009.06.001 | en_HK |
dc.identifier.scopus | eid_2-s2.0-68949220786 | en_HK |
dc.identifier.hkuros | 165628 | en_HK |
dc.identifier.hkuros | 215166 | - |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-68949220786&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 25 | en_HK |
dc.identifier.issue | 6 | en_HK |
dc.identifier.spage | 962 | en_HK |
dc.identifier.epage | 971 | en_HK |
dc.identifier.isi | WOS:000270636700015 | - |
dc.publisher.place | United Kingdom | en_HK |
dc.relation.project | RFID-Enabled Real-Time Manufacturing Shop-floor Information Infrastructure for PRD Processing Trade Enterprises | - |
dc.identifier.scopusauthorid | Luo, H=34771707000 | en_HK |
dc.identifier.scopusauthorid | Huang, GQ=7403425048 | en_HK |
dc.identifier.scopusauthorid | Zhang, Y=8305738300 | en_HK |
dc.identifier.scopusauthorid | Dai, Q=7202735140 | en_HK |
dc.identifier.scopusauthorid | Chen, X=15031490600 | en_HK |
dc.identifier.citeulike | 5316453 | - |
dc.identifier.issnl | 0736-5845 | - |