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A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment

2019Journal article Open access
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dc.contributor.authorAlves, Filipe
dc.contributor.authorVarela, Maria Leonilde R.
dc.contributor.authorRocha, Ana Maria A.C.
dc.contributor.authorPereira, Ana I.
dc.contributor.authorLeitão, Paulo
dc.date.accessioned2018-02-19T10:00:00Z
dc.date.accessioned2020-01-03T17:07:49Z
dc.date.available2018-01-19T10:00:00Z
dc.date.available2020-01-03T17:07:49Z
dc.date.issued2019
dc.description.abstractManufacturing activities and production control are constantly growing. Despite this, it is necessary to improve the increasing variety of scheduling and layout adjustments for dynamic and flexible responses in volatile environments with disruptions or failures. Faced with the lack of realistic and practical manufacturing scenarios, this approach allows simulating and solving the problem of job shop scheduling on a production system by taking advantage of genetic algorithm and particle swarm optimization algorithm combined with the flexibility and robustness of a multi-agent system and dynamic rescheduling alternatives. Therefore, this hybrid decision support system intends to obtain optimized solutions and enable humans to interact with the system to properly adjust priorities or refine setups or solutions, in an interactive and user-friendly way. The system allows to evaluate the optimization performance of each one of the algorithms proposed, as well as to obtain decentralization in responsiveness and dynamic decisions for rescheduling due to the occurance of unexpected events.
dc.description.sponsorshipThis work has been supported by FCT - Fundação para a Ciência e Tecnologia within the Project Scope: UID/CEC/00319/2019.
dc.description.versioninfo:eu-repo/semantics/publishedVersionen_EN
dc.identifier.citationAlves, Filipe; Varela, Maria Leonilde R.; Rocha, Ana Maria A.C.; Pereira, Ana I.; Leitão, Paulo (2019). A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment. FME Transactions. ISSN 1451-2092. 47, p. 699-710en_EN
dc.identifier.doi10.5937/fmet1904699Aen_EN
dc.identifier.issn1451-2092
dc.identifier.urihttp://hdl.handle.net/10198/20114
dc.language.isoeng
dc.peerreviewedyesen_EN
dc.subjectHuman-centreden_EN
dc.subjectIndustry 4.0en_EN
dc.subjectMetaheuristicsen_EN
dc.subjectMulti-agent systemen_EN
dc.subjectOptimizationen_EN
dc.subjectSchedulingen_EN
dc.titleA human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustmenten_EN
dc.typejournal article
dspace.entity.typePublication
person.familyNameAlves
person.familyNamePereira
person.familyNameLeitão
person.givenNameFilipe
person.givenNameAna I.
person.givenNamePaulo
person.identifierA-8390-2011
person.identifier.ciencia-idDF1B-F14B-A8BC
person.identifier.ciencia-id0716-B7C2-93E4
person.identifier.ciencia-id8316-8F13-DA71
person.identifier.orcid0000-0002-8387-391X
person.identifier.orcid0000-0003-3803-2043
person.identifier.orcid0000-0002-2151-7944
person.identifier.ridV-5791-2017
person.identifier.ridF-3168-2010
person.identifier.scopus-author-id57195267974
person.identifier.scopus-author-id15071961600
person.identifier.scopus-author-id35584388900
rcaap.rightsopenAccessen_EN
rcaap.typearticleen_EN
relation.isAuthorOfPublication200d05f8-7834-47d4-872d-1b6b82a323d2
relation.isAuthorOfPublicatione9981d62-2a2b-4fef-b75e-c2a14b0e7846
relation.isAuthorOfPublication68d9eb25-ad4f-439b-aeb2-35e8708644cc
relation.isAuthorOfPublication.latestForDiscoverye9981d62-2a2b-4fef-b75e-c2a14b0e7846

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