Evacuation by leader-follower model with bounded confidence and predictive mechanisms
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , , |
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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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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7160 |
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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 |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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 |
repository.mail.fl_str_mv |
|
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1799137697288159232 |