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Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements
This work presents a fall detection system that is worn on the head, where the acceleration and posture are stable such that everyday movement can be identified without disturbing the wearer. Falling movements are recognized by comparing the acceleration and orientation of a wearer’s head using pres...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7600986/ https://www.ncbi.nlm.nih.gov/pubmed/33053827 http://dx.doi.org/10.3390/s20205774 |
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author | Lin, Chih-Lung Chiu, Wen-Ching Chu, Ting-Ching Ho, Yuan-Hao Chen, Fu-Hsing Hsu, Chih-Cheng Hsieh, Ping-Hsiao Chen, Chien-Hsu Lin, Chou-Ching K. Sung, Pi-Shan Chen, Peng-Ting |
author_facet | Lin, Chih-Lung Chiu, Wen-Ching Chu, Ting-Ching Ho, Yuan-Hao Chen, Fu-Hsing Hsu, Chih-Cheng Hsieh, Ping-Hsiao Chen, Chien-Hsu Lin, Chou-Ching K. Sung, Pi-Shan Chen, Peng-Ting |
author_sort | Lin, Chih-Lung |
collection | PubMed |
description | This work presents a fall detection system that is worn on the head, where the acceleration and posture are stable such that everyday movement can be identified without disturbing the wearer. Falling movements are recognized by comparing the acceleration and orientation of a wearer’s head using prespecified thresholds. The proposed system consists of a triaxial accelerometer, gyroscope, and magnetometer; as such, a Madgwick’s filter is adopted to improve the accuracy of the estimation of orientation. Moreover, with its integrated Wi-Fi module, the proposed system can notify an emergency contact in a timely manner to provide help for the falling person. Based on experimental results concerning falling movements and activities of daily living, the proposed system achieved a sensitivity of 96.67% in fall detection, with a specificity of 98.27%, and, therefore, is suitable for detecting falling movements in daily life. |
format | Online Article Text |
id | pubmed-7600986 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-76009862020-11-01 Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements Lin, Chih-Lung Chiu, Wen-Ching Chu, Ting-Ching Ho, Yuan-Hao Chen, Fu-Hsing Hsu, Chih-Cheng Hsieh, Ping-Hsiao Chen, Chien-Hsu Lin, Chou-Ching K. Sung, Pi-Shan Chen, Peng-Ting Sensors (Basel) Article This work presents a fall detection system that is worn on the head, where the acceleration and posture are stable such that everyday movement can be identified without disturbing the wearer. Falling movements are recognized by comparing the acceleration and orientation of a wearer’s head using prespecified thresholds. The proposed system consists of a triaxial accelerometer, gyroscope, and magnetometer; as such, a Madgwick’s filter is adopted to improve the accuracy of the estimation of orientation. Moreover, with its integrated Wi-Fi module, the proposed system can notify an emergency contact in a timely manner to provide help for the falling person. Based on experimental results concerning falling movements and activities of daily living, the proposed system achieved a sensitivity of 96.67% in fall detection, with a specificity of 98.27%, and, therefore, is suitable for detecting falling movements in daily life. MDPI 2020-10-12 /pmc/articles/PMC7600986/ /pubmed/33053827 http://dx.doi.org/10.3390/s20205774 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lin, Chih-Lung Chiu, Wen-Ching Chu, Ting-Ching Ho, Yuan-Hao Chen, Fu-Hsing Hsu, Chih-Cheng Hsieh, Ping-Hsiao Chen, Chien-Hsu Lin, Chou-Ching K. Sung, Pi-Shan Chen, Peng-Ting Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements |
title | Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements |
title_full | Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements |
title_fullStr | Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements |
title_full_unstemmed | Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements |
title_short | Innovative Head-Mounted System Based on Inertial Sensors and Magnetometer for Detecting Falling Movements |
title_sort | innovative head-mounted system based on inertial sensors and magnetometer for detecting falling movements |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7600986/ https://www.ncbi.nlm.nih.gov/pubmed/33053827 http://dx.doi.org/10.3390/s20205774 |
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