Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories
Autor(a) principal: | |
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Data de Publicação: | 2023 |
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/10198/29001 |
Resumo: | In smart factories, several mobile and autonomous robots are being utilized in warehouses to reduce overhead and operating costs. In this context, this paper presents a consensus-based faultresilient intelligent mechanism called Consensual Fault-Resilient Behavior (CFRB). The proposed approach is based on three hierarchical plans: imposition, negotiation, and consensus. Fault resilience is achieved using the collective behavior of a multi-robot system that applies ternary decisions based on these plans. The difference between this paper and our previous work is on the consensual level. As it is suitable for the analysis and design of coordinated behavior between autonomous robots, the consensus plan is restructured and enhanced. The proposed approach is tested and evaluated in a virtual warehouse based on a real environment. In addition, it is compared with other current approaches, and the results are presented, demonstrating its efficiency. |
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Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factoriesMulti-robot task allocationSmart factoriesWarehouse logisticsConsensusIn smart factories, several mobile and autonomous robots are being utilized in warehouses to reduce overhead and operating costs. In this context, this paper presents a consensus-based faultresilient intelligent mechanism called Consensual Fault-Resilient Behavior (CFRB). The proposed approach is based on three hierarchical plans: imposition, negotiation, and consensus. Fault resilience is achieved using the collective behavior of a multi-robot system that applies ternary decisions based on these plans. The difference between this paper and our previous work is on the consensual level. As it is suitable for the analysis and design of coordinated behavior between autonomous robots, the consensus plan is restructured and enhanced. The proposed approach is tested and evaluated in a virtual warehouse based on a real environment. In addition, it is compared with other current approaches, and the results are presented, demonstrating its efficiency.This study was financed in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior—Brasil (CAPES)—Finance Code 001 and in part by the Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq).MDPIBiblioteca Digital do IPBKalempa, Vivian CremerPiardi, LuisLimeira, Marcelo A.Oliveira, Andre Schneider2023-12-20T16:36:40Z20232023-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10198/29001engKalempa, Vivian Cremer; Piardi, Luis; Limeira, Marcelo A.; Oliveira, Andre Schneider (2023). Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories. Machines. eISSN 2075-1702. 11:4, p. 1-2110.3390/machines110404312075-1702info: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:RCAAP2023-12-27T01:17:11Zoai:bibliotecadigital.ipb.pt:10198/29001Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T00:56:13.123661Repositório 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 |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories |
title |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories |
spellingShingle |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories Kalempa, Vivian Cremer Multi-robot task allocation Smart factories Warehouse logistics Consensus |
title_short |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories |
title_full |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories |
title_fullStr |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories |
title_full_unstemmed |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories |
title_sort |
Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories |
author |
Kalempa, Vivian Cremer |
author_facet |
Kalempa, Vivian Cremer Piardi, Luis Limeira, Marcelo A. Oliveira, Andre Schneider |
author_role |
author |
author2 |
Piardi, Luis Limeira, Marcelo A. Oliveira, Andre Schneider |
author2_role |
author author author |
dc.contributor.none.fl_str_mv |
Biblioteca Digital do IPB |
dc.contributor.author.fl_str_mv |
Kalempa, Vivian Cremer Piardi, Luis Limeira, Marcelo A. Oliveira, Andre Schneider |
dc.subject.por.fl_str_mv |
Multi-robot task allocation Smart factories Warehouse logistics Consensus |
topic |
Multi-robot task allocation Smart factories Warehouse logistics Consensus |
description |
In smart factories, several mobile and autonomous robots are being utilized in warehouses to reduce overhead and operating costs. In this context, this paper presents a consensus-based faultresilient intelligent mechanism called Consensual Fault-Resilient Behavior (CFRB). The proposed approach is based on three hierarchical plans: imposition, negotiation, and consensus. Fault resilience is achieved using the collective behavior of a multi-robot system that applies ternary decisions based on these plans. The difference between this paper and our previous work is on the consensual level. As it is suitable for the analysis and design of coordinated behavior between autonomous robots, the consensus plan is restructured and enhanced. The proposed approach is tested and evaluated in a virtual warehouse based on a real environment. In addition, it is compared with other current approaches, and the results are presented, demonstrating its efficiency. |
publishDate |
2023 |
dc.date.none.fl_str_mv |
2023-12-20T16:36:40Z 2023 2023-01-01T00:00:00Z |
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/10198/29001 |
url |
http://hdl.handle.net/10198/29001 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Kalempa, Vivian Cremer; Piardi, Luis; Limeira, Marcelo A.; Oliveira, Andre Schneider (2023). Multi-robot task scheduling for consensus-based fault-resilient intelligent behavior in smart factories. Machines. eISSN 2075-1702. 11:4, p. 1-21 10.3390/machines11040431 2075-1702 |
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 |
MDPI |
publisher.none.fl_str_mv |
MDPI |
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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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
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RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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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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1799136447616253952 |