Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings

Detalhes bibliográficos
Autor(a) principal: ARAUJO, Eltton Tullyo Silva
Data de Publicação: 2020
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Institucional da UFPE
dARK ID: ark:/64986/001300000khf4
Texto Completo: https://repositorio.ufpe.br/handle/123456789/39287
Resumo: The Internet has been undergoing significant transformations and changing the world around it. We can also see the internet is used in many areas and innumerable purposes, even by objects. This evolution leads to the definition of the Internet of Things (IoT) concept. It is a system composed of storage resources, sensor devices, controllers, applications, and network infrastructure, to provide some service to its users. Since IoT comprises heterogeneous components, the creation of these systems, as well as the communication and maintenance of their components, becomes a complex task. There are growing interest and efforts of academia and industry in areas such as smart cities, smart homes, and industry 4.0, which may be seen as IoT-related concepts. This dissertation presents a sensitivity analysis of a system of IoT, considering distinct infrastructures and models to assess their availability metrics. A case study was carried out based on different scenario considering a smart building. The proposed models enable us to estimate measures such as steady-state availability. Thus, it was possible to notice a gain of availability in the system when applying redundancy to a local management infrastructure. Besides, there was a gain of availability when considering cloud computing infrastructure to manage system comprising two or more buildings. Sensitivity analysis revealed the components that most affect the availability. I also performed a comparative analysis of budget costs between on-premises and cloud-based management infrastructures. This study considered a smart photovoltaic system, where the previous reviews served as the basis for the proposed system. Besides, was evaluate the deployment cost and obtained economy. Thus, it was possible to notice that there was no considerable gain of availability in the system when applying grid-tie solar power or off-grid solar power. The grid-tie solar power system is cheaper than the off-grid solar power system, even though it produces more energy. However, in our research, we were able to observe that the off-grid solar power system recovers the applied financial investment in smaller interval of time.
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spelling ARAUJO, Eltton Tullyo Silvahttp://lattes.cnpq.br/8631208267367465http://lattes.cnpq.br/8382158780043575MACIEL, Paulo Romero Martins2021-02-23T20:00:00Z2021-02-23T20:00:00Z2020-10-30ARAUJO, Eltton Tullyo Silva. Availability and reliability evaluation of an IoT system: hierarchical modelling for smart buildings. 2020. Dissertação (Mestrado em Ciência da Computação) – Universidade Federal de Pernambuco, Recife, 2020.https://repositorio.ufpe.br/handle/123456789/39287ark:/64986/001300000khf4The Internet has been undergoing significant transformations and changing the world around it. We can also see the internet is used in many areas and innumerable purposes, even by objects. This evolution leads to the definition of the Internet of Things (IoT) concept. It is a system composed of storage resources, sensor devices, controllers, applications, and network infrastructure, to provide some service to its users. Since IoT comprises heterogeneous components, the creation of these systems, as well as the communication and maintenance of their components, becomes a complex task. There are growing interest and efforts of academia and industry in areas such as smart cities, smart homes, and industry 4.0, which may be seen as IoT-related concepts. This dissertation presents a sensitivity analysis of a system of IoT, considering distinct infrastructures and models to assess their availability metrics. A case study was carried out based on different scenario considering a smart building. The proposed models enable us to estimate measures such as steady-state availability. Thus, it was possible to notice a gain of availability in the system when applying redundancy to a local management infrastructure. Besides, there was a gain of availability when considering cloud computing infrastructure to manage system comprising two or more buildings. Sensitivity analysis revealed the components that most affect the availability. I also performed a comparative analysis of budget costs between on-premises and cloud-based management infrastructures. This study considered a smart photovoltaic system, where the previous reviews served as the basis for the proposed system. Besides, was evaluate the deployment cost and obtained economy. Thus, it was possible to notice that there was no considerable gain of availability in the system when applying grid-tie solar power or off-grid solar power. The grid-tie solar power system is cheaper than the off-grid solar power system, even though it produces more energy. However, in our research, we were able to observe that the off-grid solar power system recovers the applied financial investment in smaller interval of time.CAPESA Internet está passando por transformações significativas e mudando o mundo ao seu redor. Também podemos ver que a internet é usada em muitas áreas e inúmeros propósitos, mesmo por objetos. Essa evolução leva à definição do conceito de Internet das Coisas (IoT). É um sistema composto por recursos de armazenamento, dispositivos sensores, controladores, aplicativos e infraestrutura de rede, a fim de fornecer algum serviço aos seus usuários. Como a IoT compreende componentes heterogêneos, a criação desses sistemas, bem como a comunicação e manutenção de seus componentes, torna-se uma tarefa complexa. Há um crescente interesse e esforços da academia e da indústria em áreas como cidades inteligentes, casas inteligentes e indústria 4.0, que podem ser vistos como conceitos relacionados à IoT. Esta dissertação apresenta uma análise de sensibilidade de um sistema de IoT, considerando diferentes infraestruturas e modelos para avaliar suas métricas de disponibilidade. Um estudo de caso foi realizado com base em diferentes cenários, considerando um edifício inteligente. Os modelos propostos nos permitem estimar medidas como a disponibilidade em estado estacionário. Assim, foi possível notar um ganho de disponibilidade no sistema ao aplicar redundância a uma infraestrutura de gerenciamento local. Além disso, houve um ganho de disponibilidade ao considerar a infraestrutura de computação em nuvem para gerenciar um sistema composto por dois ou mais edifícios. A análise de sensibilidade revelou os componentes que mais afetam a disponibilidade. Também realizei uma análise comparativa dos custos orçamentários entre as infra-estruturas de gerenciamento locais e baseadas na nuvem. Este estudo considerou um sistema fotovoltaico inteligente, onde as análises anteriores serviram de base para o sistema proposto. Além disso, foi avaliado o custo de implantação e a economia obtida. Assim, foi possível perceber que não houve ganho considerável de disponibilidade no sistema ao aplicar a energia solar vinculada à rede ou a energia solar fora da rede. O sistema de energia solar vinculado à rede é mais barato do que o sistema de energia solar fora da rede, embora produza mais energia. Porém, em nossa pesquisa, pudemos observar que o sistema de energia solar off-grid recupera o investimento financeiro aplicado em menor intervalo de tempo.engUniversidade Federal de PernambucoPrograma de Pos Graduacao em Ciencia da ComputacaoUFPEBrasilhttp://creativecommons.org/licenses/by-nc-nd/3.0/br/info:eu-repo/semantics/openAccessRedes de computadoresSistemas operacionais distribuídosAvailability and reliability evaluation of an IoT system : hierarchical modelling for smart buildingsinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesismestradoreponame:Repositório Institucional da UFPEinstname:Universidade Federal de Pernambuco (UFPE)instacron:UFPECC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8811https://repositorio.ufpe.br/bitstream/123456789/39287/2/license_rdfe39d27027a6cc9cb039ad269a5db8e34MD52LICENSElicense.txtlicense.txttext/plain; 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dc.title.pt_BR.fl_str_mv Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
title Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
spellingShingle Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
ARAUJO, Eltton Tullyo Silva
Redes de computadores
Sistemas operacionais distribuídos
title_short Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
title_full Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
title_fullStr Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
title_full_unstemmed Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
title_sort Availability and reliability evaluation of an IoT system : hierarchical modelling for smart buildings
author ARAUJO, Eltton Tullyo Silva
author_facet ARAUJO, Eltton Tullyo Silva
author_role author
dc.contributor.authorLattes.pt_BR.fl_str_mv http://lattes.cnpq.br/8631208267367465
dc.contributor.advisorLattes.pt_BR.fl_str_mv http://lattes.cnpq.br/8382158780043575
dc.contributor.author.fl_str_mv ARAUJO, Eltton Tullyo Silva
dc.contributor.advisor1.fl_str_mv MACIEL, Paulo Romero Martins
contributor_str_mv MACIEL, Paulo Romero Martins
dc.subject.por.fl_str_mv Redes de computadores
Sistemas operacionais distribuídos
topic Redes de computadores
Sistemas operacionais distribuídos
description The Internet has been undergoing significant transformations and changing the world around it. We can also see the internet is used in many areas and innumerable purposes, even by objects. This evolution leads to the definition of the Internet of Things (IoT) concept. It is a system composed of storage resources, sensor devices, controllers, applications, and network infrastructure, to provide some service to its users. Since IoT comprises heterogeneous components, the creation of these systems, as well as the communication and maintenance of their components, becomes a complex task. There are growing interest and efforts of academia and industry in areas such as smart cities, smart homes, and industry 4.0, which may be seen as IoT-related concepts. This dissertation presents a sensitivity analysis of a system of IoT, considering distinct infrastructures and models to assess their availability metrics. A case study was carried out based on different scenario considering a smart building. The proposed models enable us to estimate measures such as steady-state availability. Thus, it was possible to notice a gain of availability in the system when applying redundancy to a local management infrastructure. Besides, there was a gain of availability when considering cloud computing infrastructure to manage system comprising two or more buildings. Sensitivity analysis revealed the components that most affect the availability. I also performed a comparative analysis of budget costs between on-premises and cloud-based management infrastructures. This study considered a smart photovoltaic system, where the previous reviews served as the basis for the proposed system. Besides, was evaluate the deployment cost and obtained economy. Thus, it was possible to notice that there was no considerable gain of availability in the system when applying grid-tie solar power or off-grid solar power. The grid-tie solar power system is cheaper than the off-grid solar power system, even though it produces more energy. However, in our research, we were able to observe that the off-grid solar power system recovers the applied financial investment in smaller interval of time.
publishDate 2020
dc.date.issued.fl_str_mv 2020-10-30
dc.date.accessioned.fl_str_mv 2021-02-23T20:00:00Z
dc.date.available.fl_str_mv 2021-02-23T20:00:00Z
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dc.identifier.citation.fl_str_mv ARAUJO, Eltton Tullyo Silva. Availability and reliability evaluation of an IoT system: hierarchical modelling for smart buildings. 2020. Dissertação (Mestrado em Ciência da Computação) – Universidade Federal de Pernambuco, Recife, 2020.
dc.identifier.uri.fl_str_mv https://repositorio.ufpe.br/handle/123456789/39287
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identifier_str_mv ARAUJO, Eltton Tullyo Silva. Availability and reliability evaluation of an IoT system: hierarchical modelling for smart buildings. 2020. Dissertação (Mestrado em Ciência da Computação) – Universidade Federal de Pernambuco, Recife, 2020.
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