Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers

Detalhes bibliográficos
Autor(a) principal: Silvestre, Daniel
Data de Publicação: 2014
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/11144/3430
Resumo: This paper addresses the problem of consensus in the presence of Byzantine faults, modeled by an attacker injecting a perturbation in the state of the nodes of a network. It is firstly shown that Set-Valued Observers (SVOs) attain finite-time consensus, even in the case where the state estimates are not shared between nodes, at the expenses of requiring large horizons, thus rendering the computation problem intractable in the general case. A novel algorithm is therefore proposed that achieves finite-time consensus, even if the aforementioned requirement is dropped, by intersecting the set-valued state estimates of neighboring nodes, making it suitable for practical applications and enabling nodes to determine a stopping time. This is in contrast with the standard iterative solutions found in the literature, for which the algorithms typically converge asymptotically and without any guarantees regarding the maximum error of the final consensus value, under faulty environments. The algorithm suggested is evaluated in simulation, illustrating, in particular, the finite-time consensus property.
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spelling Finite-time Average Consensus in a Byzantine Environment Using Set-Valued ObserversThis paper addresses the problem of consensus in the presence of Byzantine faults, modeled by an attacker injecting a perturbation in the state of the nodes of a network. It is firstly shown that Set-Valued Observers (SVOs) attain finite-time consensus, even in the case where the state estimates are not shared between nodes, at the expenses of requiring large horizons, thus rendering the computation problem intractable in the general case. A novel algorithm is therefore proposed that achieves finite-time consensus, even if the aforementioned requirement is dropped, by intersecting the set-valued state estimates of neighboring nodes, making it suitable for practical applications and enabling nodes to determine a stopping time. This is in contrast with the standard iterative solutions found in the literature, for which the algorithms typically converge asymptotically and without any guarantees regarding the maximum error of the final consensus value, under faulty environments. The algorithm suggested is evaluated in simulation, illustrating, in particular, the finite-time consensus property.2018-02-07T20:47:02Z2014-07-01T00:00:00Z2014-07info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjectapplication/pdfhttp://hdl.handle.net/11144/3430engSilvestre, Danielinfo: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:RCAAP2024-01-11T02:11:17Zoai:repositorio.ual.pt:11144/3430Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T01:32:08.041670Repositório 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 Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
title Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
spellingShingle Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
Silvestre, Daniel
title_short Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
title_full Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
title_fullStr Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
title_full_unstemmed Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
title_sort Finite-time Average Consensus in a Byzantine Environment Using Set-Valued Observers
author Silvestre, Daniel
author_facet Silvestre, Daniel
author_role author
dc.contributor.author.fl_str_mv Silvestre, Daniel
description This paper addresses the problem of consensus in the presence of Byzantine faults, modeled by an attacker injecting a perturbation in the state of the nodes of a network. It is firstly shown that Set-Valued Observers (SVOs) attain finite-time consensus, even in the case where the state estimates are not shared between nodes, at the expenses of requiring large horizons, thus rendering the computation problem intractable in the general case. A novel algorithm is therefore proposed that achieves finite-time consensus, even if the aforementioned requirement is dropped, by intersecting the set-valued state estimates of neighboring nodes, making it suitable for practical applications and enabling nodes to determine a stopping time. This is in contrast with the standard iterative solutions found in the literature, for which the algorithms typically converge asymptotically and without any guarantees regarding the maximum error of the final consensus value, under faulty environments. The algorithm suggested is evaluated in simulation, illustrating, in particular, the finite-time consensus property.
publishDate 2014
dc.date.none.fl_str_mv 2014-07-01T00:00:00Z
2014-07
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