Cargando…
Evaluation of a Home Biomonitoring Autonomous Mobile Robot
Increasing population age demands more services in healthcare domain. It has been shown that mobile robots could be a potential solution to home biomonitoring for the elderly. Through our previous studies, a mobile robot system that is able to track a subject and identify his daily living activities...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4860229/ https://www.ncbi.nlm.nih.gov/pubmed/27212940 http://dx.doi.org/10.1155/2016/9845816 |
_version_ | 1782431035582054400 |
---|---|
author | Dorronzoro Zubiete, Enrique Nakahata, Keigo Imamoglu, Nevrez Sekine, Masashi Sun, Guanghao Gomez, Isabel Yu, Wenwei |
author_facet | Dorronzoro Zubiete, Enrique Nakahata, Keigo Imamoglu, Nevrez Sekine, Masashi Sun, Guanghao Gomez, Isabel Yu, Wenwei |
author_sort | Dorronzoro Zubiete, Enrique |
collection | PubMed |
description | Increasing population age demands more services in healthcare domain. It has been shown that mobile robots could be a potential solution to home biomonitoring for the elderly. Through our previous studies, a mobile robot system that is able to track a subject and identify his daily living activities has been developed. However, the system has not been tested in any home living scenarios. In this study we did a series of experiments to investigate the accuracy of activity recognition of the mobile robot in a home living scenario. The daily activities tested in the evaluation experiment include watching TV and sleeping. A dataset recorded by a distributed distance-measuring sensor network was used as a reference to the activity recognition results. It was shown that the accuracy is not consistent for all the activities; that is, mobile robot could achieve a high success rate in some activities but a poor success rate in others. It was found that the observation position of the mobile robot and subject surroundings have high impact on the accuracy of the activity recognition, due to the variability of the home living daily activities and their transitional process. The possibility of improvement of recognition accuracy has been shown too. |
format | Online Article Text |
id | pubmed-4860229 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-48602292016-05-22 Evaluation of a Home Biomonitoring Autonomous Mobile Robot Dorronzoro Zubiete, Enrique Nakahata, Keigo Imamoglu, Nevrez Sekine, Masashi Sun, Guanghao Gomez, Isabel Yu, Wenwei Comput Intell Neurosci Research Article Increasing population age demands more services in healthcare domain. It has been shown that mobile robots could be a potential solution to home biomonitoring for the elderly. Through our previous studies, a mobile robot system that is able to track a subject and identify his daily living activities has been developed. However, the system has not been tested in any home living scenarios. In this study we did a series of experiments to investigate the accuracy of activity recognition of the mobile robot in a home living scenario. The daily activities tested in the evaluation experiment include watching TV and sleeping. A dataset recorded by a distributed distance-measuring sensor network was used as a reference to the activity recognition results. It was shown that the accuracy is not consistent for all the activities; that is, mobile robot could achieve a high success rate in some activities but a poor success rate in others. It was found that the observation position of the mobile robot and subject surroundings have high impact on the accuracy of the activity recognition, due to the variability of the home living daily activities and their transitional process. The possibility of improvement of recognition accuracy has been shown too. Hindawi Publishing Corporation 2016 2016-04-24 /pmc/articles/PMC4860229/ /pubmed/27212940 http://dx.doi.org/10.1155/2016/9845816 Text en Copyright © 2016 Enrique Dorronzoro Zubiete et al. https://creativecommons.org/licenses/by/4.0/ 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 Dorronzoro Zubiete, Enrique Nakahata, Keigo Imamoglu, Nevrez Sekine, Masashi Sun, Guanghao Gomez, Isabel Yu, Wenwei Evaluation of a Home Biomonitoring Autonomous Mobile Robot |
title | Evaluation of a Home Biomonitoring Autonomous Mobile Robot |
title_full | Evaluation of a Home Biomonitoring Autonomous Mobile Robot |
title_fullStr | Evaluation of a Home Biomonitoring Autonomous Mobile Robot |
title_full_unstemmed | Evaluation of a Home Biomonitoring Autonomous Mobile Robot |
title_short | Evaluation of a Home Biomonitoring Autonomous Mobile Robot |
title_sort | evaluation of a home biomonitoring autonomous mobile robot |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4860229/ https://www.ncbi.nlm.nih.gov/pubmed/27212940 http://dx.doi.org/10.1155/2016/9845816 |
work_keys_str_mv | AT dorronzorozubieteenrique evaluationofahomebiomonitoringautonomousmobilerobot AT nakahatakeigo evaluationofahomebiomonitoringautonomousmobilerobot AT imamoglunevrez evaluationofahomebiomonitoringautonomousmobilerobot AT sekinemasashi evaluationofahomebiomonitoringautonomousmobilerobot AT sunguanghao evaluationofahomebiomonitoringautonomousmobilerobot AT gomezisabel evaluationofahomebiomonitoringautonomousmobilerobot AT yuwenwei evaluationofahomebiomonitoringautonomousmobilerobot |