PHAROS - PHysical Assistant RObot System

Detalhes bibliográficos
Autor(a) principal: Costa, Ângelo
Data de Publicação: 2018
Outros Autores: Martinez-Martin, Ester, Cazorla, Miguel, Julian, Vicente
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/60129
Resumo: The great demographic change leading to an ageing society demands technological solutions to satisfy the increasing varied elderly needs. This paper presents PHAROS, an interactive robot system that recommends and monitors physical exercises designed for the elderly. The aim of PHAROS is to be a friendly elderly companion that periodically suggests personalised physical activities, promoting healthy living and active ageing. Here, it is presented the PHAROS architecture, components and experimental results. The architecture has three main strands: a <i>Pepper robot</i>, that interacts with the users and records their exercises performance; the <i>Human Exercise Recognition</i>, that uses the Pepper recorded information to classify the exercise performed using Deep Leaning methods; and the <i>Recommender</i>, a smart-decision maker that schedules periodically personalised physical exercises in the users’ agenda. The experimental results show a high accuracy in terms of detecting and classifying the physical exercises (97.35%) done by 7 persons. Furthermore, we have implemented a novel procedure of rating exercises on the recommendation algorithm. It closely follows the users’ health status (poor performance may reveal health problems) and adapts the suggestions to it. The history may be used to access the physical condition of the user, revealing underlying problems that may be impossible to see otherwise.
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spelling PHAROS - PHysical Assistant RObot Systemrobot assistantdeep learningcognitive assistantelderly physical exercisehuman exercise recognitiongesture recognitionambient assisted livingScience & TechnologyThe great demographic change leading to an ageing society demands technological solutions to satisfy the increasing varied elderly needs. This paper presents PHAROS, an interactive robot system that recommends and monitors physical exercises designed for the elderly. The aim of PHAROS is to be a friendly elderly companion that periodically suggests personalised physical activities, promoting healthy living and active ageing. Here, it is presented the PHAROS architecture, components and experimental results. The architecture has three main strands: a <i>Pepper robot</i>, that interacts with the users and records their exercises performance; the <i>Human Exercise Recognition</i>, that uses the Pepper recorded information to classify the exercise performed using Deep Leaning methods; and the <i>Recommender</i>, a smart-decision maker that schedules periodically personalised physical exercises in the users’ agenda. The experimental results show a high accuracy in terms of detecting and classifying the physical exercises (97.35%) done by 7 persons. Furthermore, we have implemented a novel procedure of rating exercises on the recommendation algorithm. It closely follows the users’ health status (poor performance may reveal health problems) and adapts the suggestions to it. The history may be used to access the physical condition of the user, revealing underlying problems that may be impossible to see otherwise.This work was partly supported by the FCT - Fundação para a Ciência e Tecnología through the Post-Doc scholarship SFRH/BPD/102696/2014 and by the Spanish Government TIN2016-76515-R and TIN2015-65515-C4-1-R Grants supported with Feder funds.info:eu-repo/semantics/publishedVersionMultidisciplinary Digital Publishing InstituteUniversidade do MinhoCosta, ÂngeloMartinez-Martin, EsterCazorla, MiguelJulian, Vicente2018-08-112018-08-11T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/60129eng1424-822010.3390/s1808263330103492info: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:RCAAP2023-07-21T11:59:21Zoai:repositorium.sdum.uminho.pt:1822/60129Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:49:08.530149Repositório 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 PHAROS - PHysical Assistant RObot System
title PHAROS - PHysical Assistant RObot System
spellingShingle PHAROS - PHysical Assistant RObot System
Costa, Ângelo
robot assistant
deep learning
cognitive assistant
elderly physical exercise
human exercise recognition
gesture recognition
ambient assisted living
Science & Technology
title_short PHAROS - PHysical Assistant RObot System
title_full PHAROS - PHysical Assistant RObot System
title_fullStr PHAROS - PHysical Assistant RObot System
title_full_unstemmed PHAROS - PHysical Assistant RObot System
title_sort PHAROS - PHysical Assistant RObot System
author Costa, Ângelo
author_facet Costa, Ângelo
Martinez-Martin, Ester
Cazorla, Miguel
Julian, Vicente
author_role author
author2 Martinez-Martin, Ester
Cazorla, Miguel
Julian, Vicente
author2_role author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Costa, Ângelo
Martinez-Martin, Ester
Cazorla, Miguel
Julian, Vicente
dc.subject.por.fl_str_mv robot assistant
deep learning
cognitive assistant
elderly physical exercise
human exercise recognition
gesture recognition
ambient assisted living
Science & Technology
topic robot assistant
deep learning
cognitive assistant
elderly physical exercise
human exercise recognition
gesture recognition
ambient assisted living
Science & Technology
description The great demographic change leading to an ageing society demands technological solutions to satisfy the increasing varied elderly needs. This paper presents PHAROS, an interactive robot system that recommends and monitors physical exercises designed for the elderly. The aim of PHAROS is to be a friendly elderly companion that periodically suggests personalised physical activities, promoting healthy living and active ageing. Here, it is presented the PHAROS architecture, components and experimental results. The architecture has three main strands: a <i>Pepper robot</i>, that interacts with the users and records their exercises performance; the <i>Human Exercise Recognition</i>, that uses the Pepper recorded information to classify the exercise performed using Deep Leaning methods; and the <i>Recommender</i>, a smart-decision maker that schedules periodically personalised physical exercises in the users’ agenda. The experimental results show a high accuracy in terms of detecting and classifying the physical exercises (97.35%) done by 7 persons. Furthermore, we have implemented a novel procedure of rating exercises on the recommendation algorithm. It closely follows the users’ health status (poor performance may reveal health problems) and adapts the suggestions to it. The history may be used to access the physical condition of the user, revealing underlying problems that may be impossible to see otherwise.
publishDate 2018
dc.date.none.fl_str_mv 2018-08-11
2018-08-11T00:00:00Z
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/1822/60129
url http://hdl.handle.net/1822/60129
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1424-8220
10.3390/s18082633
30103492
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dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
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
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