Visually-defined Real-Time Orchestration of IoT Systems

Detalhes bibliográficos
Autor(a) principal: André Restivo
Data de Publicação: 2021
Outros Autores: Hugo Sereno Ferreira, João Pedro Dias, Margarida Silva
Tipo de documento: Livro
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/10216/133279
Resumo: In this work, we propose a method for extending Node-RED to allow the automatic decomposition and partitioning of the system towards higher decentralization. We provide a custom firmware for constrained devices to expose their resources, as well as new nodes and modifications in the Node-RED engine that allow automatic orchestration of tasks. The firmware is responsible for low-level management of health and capabilities, as well as executing MicroPython scripts on demand. Node-RED then takes advantage of this firmware by (1) providing a device registry allowing devices to announce themselves, (2) generating MicroPython code from dynamic analysis of flow and nodes, and (3) automatically (re-)assigning nodes to devices based on pre-specified properties and priorities. A mechanism to automatically detect abnormal run-time conditions and provide dynamic self-adaptation was also explored. Our solution was tested using synthetic home automation scenarios, where several experiments were conducted with both virtual and physical devices. We then exhaustively measured each scenario to allow further understanding of our proposal and how it impacts the system's resiliency, efficiency, and elasticity.
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spelling Visually-defined Real-Time Orchestration of IoT SystemsIn this work, we propose a method for extending Node-RED to allow the automatic decomposition and partitioning of the system towards higher decentralization. We provide a custom firmware for constrained devices to expose their resources, as well as new nodes and modifications in the Node-RED engine that allow automatic orchestration of tasks. The firmware is responsible for low-level management of health and capabilities, as well as executing MicroPython scripts on demand. Node-RED then takes advantage of this firmware by (1) providing a device registry allowing devices to announce themselves, (2) generating MicroPython code from dynamic analysis of flow and nodes, and (3) automatically (re-)assigning nodes to devices based on pre-specified properties and priorities. A mechanism to automatically detect abnormal run-time conditions and provide dynamic self-adaptation was also explored. Our solution was tested using synthetic home automation scenarios, where several experiments were conducted with both virtual and physical devices. We then exhaustively measured each scenario to allow further understanding of our proposal and how it impacts the system's resiliency, efficiency, and elasticity.20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/bookapplication/pdfhttps://hdl.handle.net/10216/133279eng10.1145/3448891.3448938André RestivoHugo Sereno FerreiraJoão Pedro DiasMargarida Silvainfo: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:RCAAP2023-11-29T14:18:04Zoai:repositorio-aberto.up.pt:10216/133279Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:58:23.618952Repositório 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 Visually-defined Real-Time Orchestration of IoT Systems
title Visually-defined Real-Time Orchestration of IoT Systems
spellingShingle Visually-defined Real-Time Orchestration of IoT Systems
André Restivo
title_short Visually-defined Real-Time Orchestration of IoT Systems
title_full Visually-defined Real-Time Orchestration of IoT Systems
title_fullStr Visually-defined Real-Time Orchestration of IoT Systems
title_full_unstemmed Visually-defined Real-Time Orchestration of IoT Systems
title_sort Visually-defined Real-Time Orchestration of IoT Systems
author André Restivo
author_facet André Restivo
Hugo Sereno Ferreira
João Pedro Dias
Margarida Silva
author_role author
author2 Hugo Sereno Ferreira
João Pedro Dias
Margarida Silva
author2_role author
author
author
dc.contributor.author.fl_str_mv André Restivo
Hugo Sereno Ferreira
João Pedro Dias
Margarida Silva
description In this work, we propose a method for extending Node-RED to allow the automatic decomposition and partitioning of the system towards higher decentralization. We provide a custom firmware for constrained devices to expose their resources, as well as new nodes and modifications in the Node-RED engine that allow automatic orchestration of tasks. The firmware is responsible for low-level management of health and capabilities, as well as executing MicroPython scripts on demand. Node-RED then takes advantage of this firmware by (1) providing a device registry allowing devices to announce themselves, (2) generating MicroPython code from dynamic analysis of flow and nodes, and (3) automatically (re-)assigning nodes to devices based on pre-specified properties and priorities. A mechanism to automatically detect abnormal run-time conditions and provide dynamic self-adaptation was also explored. Our solution was tested using synthetic home automation scenarios, where several experiments were conducted with both virtual and physical devices. We then exhaustively measured each scenario to allow further understanding of our proposal and how it impacts the system's resiliency, efficiency, and elasticity.
publishDate 2021
dc.date.none.fl_str_mv 2021
2021-01-01T00:00:00Z
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dc.identifier.uri.fl_str_mv https://hdl.handle.net/10216/133279
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dc.language.iso.fl_str_mv eng
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dc.relation.none.fl_str_mv 10.1145/3448891.3448938
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