Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings

Detalhes bibliográficos
Autor(a) principal: Casado-Vara, Roberto
Data de Publicação: 2018
Outros Autores: Vale, Zita, Prieto, Javier, Corchado, Juan
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.22/17103
Resumo: The monitoring of the Internet of things networks depends to a great extent on the availability and correct functioning of all the network nodes that collect data. This network nodes all of which must correctly satisfy their purpose to ensure the efficiency and high quality of monitoring and control of the internet of things networks. This paper focuses on the problem of fault-tolerant maintenance of a networked environment in the domain of the internet of things. Based on continuous-time Markov chains, together with a cooperative control algorithm, a novel feedback model-based predictive hybrid control algorithm is proposed to improve the maintenance and reliability of the internet of things network. Virtual sensors are substituted for the sensors that the algorithm predicts will not function properly in future time intervals; this allows for maintaining reliable monitoring and control of the internet of things network. In this way, the internet of things network improves its robustness since our fault tolerant control algorithm finds the malfunction nodes that are collecting incorrect data and self-correct this issue replacing malfunctioning sensors with new ones. In addition, the proposed model is capable of optimising sensor positioning. As a result, data collection from the environment can be kept stable. The developed continuous-time control model is applied to guarantee reliable monitoring and control of temperature in a smart supermarket. Finally, the efficiency of the presented approach is verified with the results obtained in the conducted case study.
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spelling Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart BuildingsControl systemFault-tolerant controlAlgorithm design and analysisIoT (Internet of Things)Nonlinear controlThe monitoring of the Internet of things networks depends to a great extent on the availability and correct functioning of all the network nodes that collect data. This network nodes all of which must correctly satisfy their purpose to ensure the efficiency and high quality of monitoring and control of the internet of things networks. This paper focuses on the problem of fault-tolerant maintenance of a networked environment in the domain of the internet of things. Based on continuous-time Markov chains, together with a cooperative control algorithm, a novel feedback model-based predictive hybrid control algorithm is proposed to improve the maintenance and reliability of the internet of things network. Virtual sensors are substituted for the sensors that the algorithm predicts will not function properly in future time intervals; this allows for maintaining reliable monitoring and control of the internet of things network. In this way, the internet of things network improves its robustness since our fault tolerant control algorithm finds the malfunction nodes that are collecting incorrect data and self-correct this issue replacing malfunctioning sensors with new ones. In addition, the proposed model is capable of optimising sensor positioning. As a result, data collection from the environment can be kept stable. The developed continuous-time control model is applied to guarantee reliable monitoring and control of temperature in a smart supermarket. Finally, the efficiency of the presented approach is verified with the results obtained in the conducted case study.This paper has been partially supported by the Salamanca Ciudad de Cultura y Saberes Foundation under the Talent Attraction Programme (CHROMOSOME project).MDPIRepositório Científico do Instituto Politécnico do PortoCasado-Vara, RobertoVale, ZitaPrieto, JavierCorchado, Juan2021-02-24T10:52:25Z20182018-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/17103eng1996-107310.3390/en11123430info: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:RCAAP2023-03-13T13:06:25Zoai:recipp.ipp.pt:10400.22/17103Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:36:46.397176Repositório 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 Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
title Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
spellingShingle Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
Casado-Vara, Roberto
Control system
Fault-tolerant control
Algorithm design and analysis
IoT (Internet of Things)
Nonlinear control
title_short Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
title_full Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
title_fullStr Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
title_full_unstemmed Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
title_sort Fault-Tolerant Temperature Control Algorithm for IoT Networks in Smart Buildings
author Casado-Vara, Roberto
author_facet Casado-Vara, Roberto
Vale, Zita
Prieto, Javier
Corchado, Juan
author_role author
author2 Vale, Zita
Prieto, Javier
Corchado, Juan
author2_role author
author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico do Porto
dc.contributor.author.fl_str_mv Casado-Vara, Roberto
Vale, Zita
Prieto, Javier
Corchado, Juan
dc.subject.por.fl_str_mv Control system
Fault-tolerant control
Algorithm design and analysis
IoT (Internet of Things)
Nonlinear control
topic Control system
Fault-tolerant control
Algorithm design and analysis
IoT (Internet of Things)
Nonlinear control
description The monitoring of the Internet of things networks depends to a great extent on the availability and correct functioning of all the network nodes that collect data. This network nodes all of which must correctly satisfy their purpose to ensure the efficiency and high quality of monitoring and control of the internet of things networks. This paper focuses on the problem of fault-tolerant maintenance of a networked environment in the domain of the internet of things. Based on continuous-time Markov chains, together with a cooperative control algorithm, a novel feedback model-based predictive hybrid control algorithm is proposed to improve the maintenance and reliability of the internet of things network. Virtual sensors are substituted for the sensors that the algorithm predicts will not function properly in future time intervals; this allows for maintaining reliable monitoring and control of the internet of things network. In this way, the internet of things network improves its robustness since our fault tolerant control algorithm finds the malfunction nodes that are collecting incorrect data and self-correct this issue replacing malfunctioning sensors with new ones. In addition, the proposed model is capable of optimising sensor positioning. As a result, data collection from the environment can be kept stable. The developed continuous-time control model is applied to guarantee reliable monitoring and control of temperature in a smart supermarket. Finally, the efficiency of the presented approach is verified with the results obtained in the conducted case study.
publishDate 2018
dc.date.none.fl_str_mv 2018
2018-01-01T00:00:00Z
2021-02-24T10:52:25Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.22/17103
url http://hdl.handle.net/10400.22/17103
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1996-1073
10.3390/en11123430
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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
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