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A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring
In the last years the area of health monitoring has grown significantly, attracting the attention of both academia and commercial sectors. At the same time, the availability of new biomedical sensors and suitable network protocols has led to the appearance of a new generation of wireless sensor netw...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4385603/ https://www.ncbi.nlm.nih.gov/pubmed/25874202 http://dx.doi.org/10.1155/2015/192454 |
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author | Felisberto, Filipe Laza, Rosalía Fdez-Riverola, Florentino Pereira, António |
author_facet | Felisberto, Filipe Laza, Rosalía Fdez-Riverola, Florentino Pereira, António |
author_sort | Felisberto, Filipe |
collection | PubMed |
description | In the last years the area of health monitoring has grown significantly, attracting the attention of both academia and commercial sectors. At the same time, the availability of new biomedical sensors and suitable network protocols has led to the appearance of a new generation of wireless sensor networks, the so-called wireless body area networks. Nowadays, these networks are routinely used for continuous monitoring of vital parameters, movement, and the surrounding environment of people, but the large volume of data generated in different locations represents a major obstacle for the appropriate design, development, and deployment of more elaborated intelligent systems. In this context, we present an open and distributed architecture based on a multiagent system for recognizing human movements, identifying human postures, and detecting harmful activities. The proposed system evolved from a single node for fall detection to a multisensor hardware solution capable of identifying unhampered falls and analyzing the users' movement. The experiments carried out contemplate two different scenarios and demonstrate the accuracy of our proposal as a real distributed movement monitoring and accident detection system. Moreover, we also characterize its performance, enabling future analyses and comparisons with similar approaches. |
format | Online Article Text |
id | pubmed-4385603 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-43856032015-04-13 A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring Felisberto, Filipe Laza, Rosalía Fdez-Riverola, Florentino Pereira, António Biomed Res Int Research Article In the last years the area of health monitoring has grown significantly, attracting the attention of both academia and commercial sectors. At the same time, the availability of new biomedical sensors and suitable network protocols has led to the appearance of a new generation of wireless sensor networks, the so-called wireless body area networks. Nowadays, these networks are routinely used for continuous monitoring of vital parameters, movement, and the surrounding environment of people, but the large volume of data generated in different locations represents a major obstacle for the appropriate design, development, and deployment of more elaborated intelligent systems. In this context, we present an open and distributed architecture based on a multiagent system for recognizing human movements, identifying human postures, and detecting harmful activities. The proposed system evolved from a single node for fall detection to a multisensor hardware solution capable of identifying unhampered falls and analyzing the users' movement. The experiments carried out contemplate two different scenarios and demonstrate the accuracy of our proposal as a real distributed movement monitoring and accident detection system. Moreover, we also characterize its performance, enabling future analyses and comparisons with similar approaches. Hindawi Publishing Corporation 2015 2015-03-22 /pmc/articles/PMC4385603/ /pubmed/25874202 http://dx.doi.org/10.1155/2015/192454 Text en Copyright © 2015 Filipe Felisberto et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Felisberto, Filipe Laza, Rosalía Fdez-Riverola, Florentino Pereira, António A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring |
title | A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring |
title_full | A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring |
title_fullStr | A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring |
title_full_unstemmed | A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring |
title_short | A Distributed Multiagent System Architecture for Body Area Networks Applied to Healthcare Monitoring |
title_sort | distributed multiagent system architecture for body area networks applied to healthcare monitoring |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4385603/ https://www.ncbi.nlm.nih.gov/pubmed/25874202 http://dx.doi.org/10.1155/2015/192454 |
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