Publicação
A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment
| Resumo: | Manufacturing 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. |
|---|---|
| Autores principais: | Alves, Filipe |
| Outros Autores: | Varela, Maria Leonilde R.; Rocha, Ana Maria A.C.; Pereira, Ana I.; Leitão, Paulo |
| Assunto: | Human-centred Industry 4.0 Metaheuristics Multi-agent system Optimization Scheduling |
| Ano: | 2019 |
| País: | Portugal |
| Tipo de documento: | artigo |
| Tipo de acesso: | acesso aberto |
| Instituição associada: | Instituto Politécnico de Bragança |
| Idioma: | inglês |
| Origem: | Biblioteca Digital do IPB |
| _version_ | 1863851014743916544 |
|---|---|
| author | Alves, Filipe |
| author2 | Varela, Maria Leonilde R. Rocha, Ana Maria A.C. Pereira, Ana I. Leitão, Paulo |
| author2_role | author author author author |
| author_facet | Alves, Filipe Varela, Maria Leonilde R. Rocha, Ana Maria A.C. Pereira, Ana I. Leitão, Paulo |
| author_role | author |
| contributor_name_str_mv | Biblioteca Digital do IPB |
| country_str | PT |
| creators_json_str | [{\"Person.name\":\"Alves, Filipe\",\"Person.identifier.orcid\":\"0000-0002-8387-391X\"},{\"Person.name\":\"Varela, Maria Leonilde R.\"},{\"Person.name\":\"Rocha, Ana Maria A.C.\"},{\"Person.name\":\"Pereira, Ana I.\",\"Person.identifier.orcid\":\"0000-0003-3803-2043\"},{\"Person.name\":\"Leitão, Paulo\",\"Person.identifier.orcid\":\"0000-0002-2151-7944\"}] |
| datacite.contributors.contributor.contributorName.fl_str_mv | Biblioteca Digital do IPB |
| datacite.creators.creator.creatorName.fl_str_mv | Alves, Filipe Varela, Maria Leonilde R. Rocha, Ana Maria A.C. Pereira, Ana I. Leitão, Paulo |
| datacite.date.Accepted.fl_str_mv | 2019-01-01T00:00:00Z |
| datacite.date.available.fl_str_mv | 2018-01-19T10:00:00Z |
| datacite.date.embargoed.fl_str_mv | 2018-01-19T10:00:00Z |
| datacite.rights.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| datacite.subjects.subject.fl_str_mv | Human-centred Industry 4.0 Metaheuristics Multi-agent system Optimization Scheduling |
| datacite.titles.title.fl_str_mv | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| dc.contributor.none.fl_str_mv | Biblioteca Digital do IPB |
| dc.creator.none.fl_str_mv | Alves, Filipe Varela, Maria Leonilde R. Rocha, Ana Maria A.C. Pereira, Ana I. Leitão, Paulo |
| dc.date.Accepted.fl_str_mv | 2019-01-01T00:00:00Z |
| dc.date.available.fl_str_mv | 2018-01-19T10:00:00Z |
| dc.date.embargoed.fl_str_mv | 2018-01-19T10:00:00Z |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | http://hdl.handle.net/10198/20114 |
| dc.language.none.fl_str_mv | eng |
| dc.rights.none.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| dc.subject.none.fl_str_mv | Human-centred Industry 4.0 Metaheuristics Multi-agent system Optimization Scheduling |
| dc.title.fl_str_mv | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| dc.type.none.fl_str_mv | http://purl.org/coar/resource_type/c_6501 |
| description | Manufacturing 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. |
| dirty | 0 |
| eu_rights_str_mv | openAccess |
| format | article |
| fulltext.url.fl_str_mv | https://bibliotecadigital.ipb.pt/bitstreams/7f83a9d9-331a-4769-a1b3-93e359fcf912/download |
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| identifier.url.fl_str_mv | http://hdl.handle.net/10198/20114 |
| instacron_str | ipb |
| institution | Instituto Politécnico de Bragança |
| instname_str | Instituto Politécnico de Bragança |
| language | eng |
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| oai_identifier_str | oai:bibliotecadigital.ipb.pt:10198/20114 |
| organization_str_mv | urn:organizationAcronym:ipb |
| person_str_mv | Alves, Filipe Alves, Filipe https://www.ciencia-id.pt/DF1B-F14B-A8BC DF1B-F14B-A8BC http://orcid.org/0000-0002-8387-391X 0000-0002-8387-391X Varela, Maria Leonilde R. Rocha, Ana Maria A.C. Pereira, Ana I. Pereira, Ana I. https://www.ciencia-id.pt/0716-B7C2-93E4 0716-B7C2-93E4 http://orcid.org/0000-0003-3803-2043 0000-0003-3803-2043 Leitão, Paulo Leitão, Paulo https://www.ciencia-id.pt/8316-8F13-DA71 8316-8F13-DA71 http://orcid.org/0000-0002-2151-7944 0000-0002-2151-7944 |
| publishDate | 2019 |
| reponame_str | Biblioteca Digital do IPB |
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| service_str_mv | urn:repositoryAcronym:ipb |
| spelling | engManufacturing 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.application/pdfen_ENA human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustmentPersonalAlves, FilipeDSpacehttp://dspace.org/items/200d05f8-7834-47d4-872d-1b6b82a323d2DSpacehttp://dspace.org/items/200d05f8-7834-47d4-872d-1b6b82a323d2AlvesFilipeCiência IDhttps://www.ciencia-id.ptDF1B-F14B-A8BCORCIDhttp://orcid.org0000-0002-8387-391XResearcher IDhttps://www.researcherid.comV-5791-2017Scopus Author IDhttps://www.scopus.com57195267974Varela, Maria Leonilde R.Rocha, Ana Maria A.C.PersonalPereira, Ana I.DSpacehttp://dspace.org/items/e9981d62-2a2b-4fef-b75e-c2a14b0e7846DSpacehttp://dspace.org/items/e9981d62-2a2b-4fef-b75e-c2a14b0e7846PereiraAna I.Ciência IDhttps://www.ciencia-id.pt0716-B7C2-93E4ORCIDhttp://orcid.org0000-0003-3803-2043Researcher IDhttps://www.researcherid.comF-3168-2010Scopus Author IDhttps://www.scopus.com15071961600PersonalLeitão, PauloDSpacehttp://dspace.org/items/68d9eb25-ad4f-439b-aeb2-35e8708644ccDSpacehttp://dspace.org/items/68d9eb25-ad4f-439b-aeb2-35e8708644ccLeitãoPauloCiência IDhttps://www.ciencia-id.pt8316-8F13-DA71ORCIDhttp://orcid.org0000-0002-2151-7944Scopus Author IDhttps://www.scopus.com35584388900HostingInstitutionOrganizationalBiblioteca Digital do IPBe-mailmailto:dspace@ipb.ptdspace@ipb.ptISSNIsPartOf1451-2092DOIIsPartOf10.5937/fmet1904699A2018-01-19T10:00:00Z20192019-01-01T00:00:00ZHandlehttp://hdl.handle.net/10198/20114http://purl.org/coar/access_right/c_abf2open accessHuman-centredIndustry 4.0MetaheuristicsMulti-agent systemOptimizationScheduling927351 bytesliteraturehttp://purl.org/coar/resource_type/c_6501journal articlehttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://bibliotecadigital.ipb.pt/bitstreams/7f83a9d9-331a-4769-a1b3-93e359fcf912/download |
| spellingShingle | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment Alves, Filipe Human-centred Industry 4.0 Metaheuristics Multi-agent system Optimization Scheduling |
| subject.fl_str_mv | Human-centred Industry 4.0 Metaheuristics Multi-agent system Optimization Scheduling |
| title | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| title_full | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| title_fullStr | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| title_full_unstemmed | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| title_short | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| title_sort | A human centred hybrid MAS and meta-heuristics based system for simultaneously supporting scheduling and plant layout adjustment |
| topic | Human-centred Industry 4.0 Metaheuristics Multi-agent system Optimization Scheduling |
| topic_facet | Human-centred Industry 4.0 Metaheuristics Multi-agent system Optimization Scheduling |
| url | http://hdl.handle.net/10198/20114 |
| visible | 1 |