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Article: Dynamic shopfloor scheduling in multi-agent manufacturing systems
Title | Dynamic shopfloor scheduling in multi-agent manufacturing systems |
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Authors | |
Keywords | Integrated process planning and scheduling Multi-agent system Negotiation |
Issue Date | 2006 |
Publisher | Pergamon. The Journal's web site is located at http://www.elsevier.com/locate/eswa |
Citation | Expert Systems With Applications, 2006, v. 31 n. 3, p. 486-494 How to Cite? |
Abstract | This paper is on the development of an agent-based approach for the dynamic integration of the process planning and scheduling functions. In consideration of the alternative processes and alternative machines for the production of each part, the actual selection of the schedule and allocation of manufacturing resources is achieved through negotiation among the part and machine agents which represent the parts and manufacturing resources, respectively. The agents are to negotiate on a fictitious cost with the adoption of a currency function. Two MAS architectures are evaluated in this paper. One is a simple MAS architecture comprises part agents and machine agents only; the other one involves the addition of a supervisor agent to establish a hybrid-based MAS architecture. A hybrid contract net protocol is developed in the paper to support both types of MAS architectures. This new negotiation protocol enables multi-task many-to-many negotiations, it also incorporates global control into the decentralized negotiation. Simulation runs are conducted to compare the performance of the proposed MAS-based IPPS approaches and that of an evolutionary algorithm. It also shows that the hybrid-based MAS, with the introduction of supervisory control, is able to provide integrated process plan and job shop scheduling solutions with a better global performance. © 2005 Elsevier Ltd. All rights reserved. |
Persistent Identifier | http://hdl.handle.net/10722/74410 |
ISSN | 2023 Impact Factor: 7.5 2023 SCImago Journal Rankings: 1.875 |
ISI Accession Number ID | |
References |
DC Field | Value | Language |
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dc.contributor.author | Wong, TN | en_HK |
dc.contributor.author | Leung, CW | en_HK |
dc.contributor.author | Mak, KL | en_HK |
dc.contributor.author | Fung, RYK | en_HK |
dc.date.accessioned | 2010-09-06T07:01:03Z | - |
dc.date.available | 2010-09-06T07:01:03Z | - |
dc.date.issued | 2006 | en_HK |
dc.identifier.citation | Expert Systems With Applications, 2006, v. 31 n. 3, p. 486-494 | en_HK |
dc.identifier.issn | 0957-4174 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/74410 | - |
dc.description.abstract | This paper is on the development of an agent-based approach for the dynamic integration of the process planning and scheduling functions. In consideration of the alternative processes and alternative machines for the production of each part, the actual selection of the schedule and allocation of manufacturing resources is achieved through negotiation among the part and machine agents which represent the parts and manufacturing resources, respectively. The agents are to negotiate on a fictitious cost with the adoption of a currency function. Two MAS architectures are evaluated in this paper. One is a simple MAS architecture comprises part agents and machine agents only; the other one involves the addition of a supervisor agent to establish a hybrid-based MAS architecture. A hybrid contract net protocol is developed in the paper to support both types of MAS architectures. This new negotiation protocol enables multi-task many-to-many negotiations, it also incorporates global control into the decentralized negotiation. Simulation runs are conducted to compare the performance of the proposed MAS-based IPPS approaches and that of an evolutionary algorithm. It also shows that the hybrid-based MAS, with the introduction of supervisory control, is able to provide integrated process plan and job shop scheduling solutions with a better global performance. © 2005 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/eswa | en_HK |
dc.relation.ispartof | Expert Systems with Applications | en_HK |
dc.subject | Integrated process planning and scheduling | en_HK |
dc.subject | Multi-agent system | en_HK |
dc.subject | Negotiation | en_HK |
dc.title | Dynamic shopfloor scheduling in multi-agent manufacturing systems | en_HK |
dc.type | Article | en_HK |
dc.identifier.openurl | http://library.hku.hk:4550/resserv?sid=HKU:IR&issn=0957-4174&volume=31&issue=3&spage=486&epage=494&date=2006&atitle=Dynamic+shopfloor+scheduling+in+multi-agent+manufacturing+systems | en_HK |
dc.identifier.email | Wong, TN: tnwong@hku.hk | en_HK |
dc.identifier.email | Mak, KL: makkl@hkucc.hku.hk | en_HK |
dc.identifier.authority | Wong, TN=rp00192 | en_HK |
dc.identifier.authority | Mak, KL=rp00154 | en_HK |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1016/j.eswa.2005.09.073 | en_HK |
dc.identifier.scopus | eid_2-s2.0-33744827670 | en_HK |
dc.identifier.hkuros | 119954 | en_HK |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-33744827670&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 31 | en_HK |
dc.identifier.issue | 3 | en_HK |
dc.identifier.spage | 486 | en_HK |
dc.identifier.epage | 494 | en_HK |
dc.identifier.isi | WOS:000238750200004 | - |
dc.publisher.place | United Kingdom | en_HK |
dc.identifier.scopusauthorid | Wong, TN=55301015400 | en_HK |
dc.identifier.scopusauthorid | Leung, CW=22334418700 | en_HK |
dc.identifier.scopusauthorid | Mak, KL=7102680226 | en_HK |
dc.identifier.scopusauthorid | Fung, RYK=7101741904 | en_HK |
dc.identifier.issnl | 0957-4174 | - |