Voice-Activated Smart Home Controller Using Machine Learning

Detalhes bibliográficos
Autor(a) principal: Filipe, Leandro
Data de Publicação: 2021
Outros Autores: Peres, Ricardo Silva, Tavares, Rui Manuel
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/133126
Resumo: UIDB/00066/2020
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spelling Voice-Activated Smart Home Controller Using Machine Learningevolvable devicesInternet of Thingsmachine learningsmart blindssmart homevoice-activated devicesComputer Science(all)Materials Science(all)Engineering(all)UIDB/00066/2020The emergence of the Internet of Things concept has provided a great vision for the technological future, intending to enable the extraction and comprehension of information from the environment around us, making use of the interaction and cooperation between several technological devices. The example of Smart Homes, in particular, aims to integrate these devices into households, enabling the automation of tasks previously performed by humans, to simplify their daily lives and create a more comfortable environment. However, many of these devices fail to keep their promise, since they were not developed taking into account the frequent change of habits and tastes of the user, being necessary reprogramming of the device to follow the new behaviors. Taking this problem into account, this article presents the design and end-to-end implementation of a voice-activated smart home controller for intelligent devices, deployed in a real environment and validated in an experimental setup of motorized blinds. The architecture of the proposed solution integrates evolvable intelligence with the use of an Online Learning framework, enabling it to automatically adapt to the user's habits and behavioral patterns. The results obtained from the various evaluation tests provide a validation of the operation and usefulness of the developed system. The main contributions of this work are: I) design of a smart home controller's architecture; II) end-to-end implementation of a smart home controller and respective guidelines; III) open-source dataset of user behavior from the smart blinds scenario; IV) comparison between Online and Offline Learning approaches.DEE - Departamento de Engenharia Electrotécnica e de ComputadoresCTS - Centro de Tecnologia e SistemasUNINOVA-Instituto de Desenvolvimento de Novas TecnologiasDEE2010-A2 ElectrónicaRUNFilipe, LeandroPeres, Ricardo SilvaTavares, Rui Manuel2022-02-17T23:19:31Z20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article12application/pdfhttp://hdl.handle.net/10362/133126engPURE: 36678996https://doi.org/10.1109/ACCESS.2021.3076750info: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:RCAAP2024-03-11T05:11:47Zoai:run.unl.pt:10362/133126Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:47:42.572222Repositório 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 Voice-Activated Smart Home Controller Using Machine Learning
title Voice-Activated Smart Home Controller Using Machine Learning
spellingShingle Voice-Activated Smart Home Controller Using Machine Learning
Filipe, Leandro
evolvable devices
Internet of Things
machine learning
smart blinds
smart home
voice-activated devices
Computer Science(all)
Materials Science(all)
Engineering(all)
title_short Voice-Activated Smart Home Controller Using Machine Learning
title_full Voice-Activated Smart Home Controller Using Machine Learning
title_fullStr Voice-Activated Smart Home Controller Using Machine Learning
title_full_unstemmed Voice-Activated Smart Home Controller Using Machine Learning
title_sort Voice-Activated Smart Home Controller Using Machine Learning
author Filipe, Leandro
author_facet Filipe, Leandro
Peres, Ricardo Silva
Tavares, Rui Manuel
author_role author
author2 Peres, Ricardo Silva
Tavares, Rui Manuel
author2_role author
author
dc.contributor.none.fl_str_mv DEE - Departamento de Engenharia Electrotécnica e de Computadores
CTS - Centro de Tecnologia e Sistemas
UNINOVA-Instituto de Desenvolvimento de Novas Tecnologias
DEE2010-A2 Electrónica
RUN
dc.contributor.author.fl_str_mv Filipe, Leandro
Peres, Ricardo Silva
Tavares, Rui Manuel
dc.subject.por.fl_str_mv evolvable devices
Internet of Things
machine learning
smart blinds
smart home
voice-activated devices
Computer Science(all)
Materials Science(all)
Engineering(all)
topic evolvable devices
Internet of Things
machine learning
smart blinds
smart home
voice-activated devices
Computer Science(all)
Materials Science(all)
Engineering(all)
description UIDB/00066/2020
publishDate 2021
dc.date.none.fl_str_mv 2021
2021-01-01T00:00:00Z
2022-02-17T23:19:31Z
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/10362/133126
url http://hdl.handle.net/10362/133126
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv PURE: 36678996
https://doi.org/10.1109/ACCESS.2021.3076750
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 12
application/pdf
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
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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