Evacuation by leader-follower model with bounded confidence and predictive mechanisms

Detalhes bibliográficos
Autor(a) principal: Almeida, Ricardo
Data de Publicação: 2021
Outros Autores: Girejko, Ewa, Machado, Luís, Malinowska, Agnieszka B., Martins, Natália
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/32648
Resumo: This paper studies an evacuation problem described by a leader-follower model with bounded confidence under predictive mechanisms. We design a control strategy in such a way that agents are guided by a leader, which follows the evacuation path. The proposed evacuation algorithm is based on Model Predictive Control (MPC) that uses the current and the past information of the system to predict future agents’ behaviors. It can be observed that, with MPC method, the leader-following consensus is obtained faster in comparison to the conventional optimal control technique. The effectiveness of the developed MPC evacuation algorithm with respect to different parameters and different time domains is illustrated by numerical examples.
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spelling Evacuation by leader-follower model with bounded confidence and predictive mechanismsMulti-agent systemsEmergencyModel predictive controlBounded confidenceThis paper studies an evacuation problem described by a leader-follower model with bounded confidence under predictive mechanisms. We design a control strategy in such a way that agents are guided by a leader, which follows the evacuation path. The proposed evacuation algorithm is based on Model Predictive Control (MPC) that uses the current and the past information of the system to predict future agents’ behaviors. It can be observed that, with MPC method, the leader-following consensus is obtained faster in comparison to the conventional optimal control technique. The effectiveness of the developed MPC evacuation algorithm with respect to different parameters and different time domains is illustrated by numerical examples.Polskiej Akademii Nauk2021-11-24T11:36:07Z2021-01-01T00:00:00Z2021info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10773/32648eng1230-238410.24425/acs.2021.138695Almeida, RicardoGirejko, EwaMachado, LuísMalinowska, Agnieszka B.Martins, Natáliainfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-22T12:02:42Zoai:ria.ua.pt:10773/32648Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:04:10.249541Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Evacuation by leader-follower model with bounded confidence and predictive mechanisms
title Evacuation by leader-follower model with bounded confidence and predictive mechanisms
spellingShingle Evacuation by leader-follower model with bounded confidence and predictive mechanisms
Almeida, Ricardo
Multi-agent systems
Emergency
Model predictive control
Bounded confidence
title_short Evacuation by leader-follower model with bounded confidence and predictive mechanisms
title_full Evacuation by leader-follower model with bounded confidence and predictive mechanisms
title_fullStr Evacuation by leader-follower model with bounded confidence and predictive mechanisms
title_full_unstemmed Evacuation by leader-follower model with bounded confidence and predictive mechanisms
title_sort Evacuation by leader-follower model with bounded confidence and predictive mechanisms
author Almeida, Ricardo
author_facet Almeida, Ricardo
Girejko, Ewa
Machado, Luís
Malinowska, Agnieszka B.
Martins, Natália
author_role author
author2 Girejko, Ewa
Machado, Luís
Malinowska, Agnieszka B.
Martins, Natália
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Almeida, Ricardo
Girejko, Ewa
Machado, Luís
Malinowska, Agnieszka B.
Martins, Natália
dc.subject.por.fl_str_mv Multi-agent systems
Emergency
Model predictive control
Bounded confidence
topic Multi-agent systems
Emergency
Model predictive control
Bounded confidence
description This paper studies an evacuation problem described by a leader-follower model with bounded confidence under predictive mechanisms. We design a control strategy in such a way that agents are guided by a leader, which follows the evacuation path. The proposed evacuation algorithm is based on Model Predictive Control (MPC) that uses the current and the past information of the system to predict future agents’ behaviors. It can be observed that, with MPC method, the leader-following consensus is obtained faster in comparison to the conventional optimal control technique. The effectiveness of the developed MPC evacuation algorithm with respect to different parameters and different time domains is illustrated by numerical examples.
publishDate 2021
dc.date.none.fl_str_mv 2021-11-24T11:36:07Z
2021-01-01T00:00:00Z
2021
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10773/32648
url http://hdl.handle.net/10773/32648
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1230-2384
10.24425/acs.2021.138695
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Polskiej Akademii Nauk
publisher.none.fl_str_mv Polskiej Akademii Nauk
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
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instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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