Cargando…
Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases †
Wearable sensors may enable the continuous monitoring of gait out of the clinic without requiring supervised tests and costly equipment. This paper investigates the use of a single wearable accelerometer to detect foot contact times and estimate temporal gait parameters (stride time, swing and stanc...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263943/ https://www.ncbi.nlm.nih.gov/pubmed/30405020 http://dx.doi.org/10.3390/s18113811 |
_version_ | 1783375383450615808 |
---|---|
author | Avvenuti, Marco Carbonaro, Nicola Cimino, Mario G. C. A. Cola, Guglielmo Tognetti, Alessandro Vaglini, Gigliola |
author_facet | Avvenuti, Marco Carbonaro, Nicola Cimino, Mario G. C. A. Cola, Guglielmo Tognetti, Alessandro Vaglini, Gigliola |
author_sort | Avvenuti, Marco |
collection | PubMed |
description | Wearable sensors may enable the continuous monitoring of gait out of the clinic without requiring supervised tests and costly equipment. This paper investigates the use of a single wearable accelerometer to detect foot contact times and estimate temporal gait parameters (stride time, swing and stance duration). The experiments considered two possible body positions for the accelerometer: over the lower trunk and inside a trouser pocket. The latter approach could be implemented using a common smartphone. Notably, during the experiments, the ground truth was obtained by using a pair of sensorized shoes. Unlike ambient sensors and camera-based systems, sensorized shoes enable the evaluation of body-worn sensors even during longer walks. Experiments showed that both trunk and pocket positions achieved promising results in estimating gait parameters, with a mean absolute error below 50 ms. |
format | Online Article Text |
id | pubmed-6263943 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-62639432018-12-12 Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases † Avvenuti, Marco Carbonaro, Nicola Cimino, Mario G. C. A. Cola, Guglielmo Tognetti, Alessandro Vaglini, Gigliola Sensors (Basel) Article Wearable sensors may enable the continuous monitoring of gait out of the clinic without requiring supervised tests and costly equipment. This paper investigates the use of a single wearable accelerometer to detect foot contact times and estimate temporal gait parameters (stride time, swing and stance duration). The experiments considered two possible body positions for the accelerometer: over the lower trunk and inside a trouser pocket. The latter approach could be implemented using a common smartphone. Notably, during the experiments, the ground truth was obtained by using a pair of sensorized shoes. Unlike ambient sensors and camera-based systems, sensorized shoes enable the evaluation of body-worn sensors even during longer walks. Experiments showed that both trunk and pocket positions achieved promising results in estimating gait parameters, with a mean absolute error below 50 ms. MDPI 2018-11-07 /pmc/articles/PMC6263943/ /pubmed/30405020 http://dx.doi.org/10.3390/s18113811 Text en © 2018 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 Avvenuti, Marco Carbonaro, Nicola Cimino, Mario G. C. A. Cola, Guglielmo Tognetti, Alessandro Vaglini, Gigliola Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases † |
title | Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases † |
title_full | Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases † |
title_fullStr | Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases † |
title_full_unstemmed | Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases † |
title_short | Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases † |
title_sort | smart shoe-assisted evaluation of using a single trunk/pocket-worn accelerometer to detect gait phases † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263943/ https://www.ncbi.nlm.nih.gov/pubmed/30405020 http://dx.doi.org/10.3390/s18113811 |
work_keys_str_mv | AT avvenutimarco smartshoeassistedevaluationofusingasingletrunkpocketwornaccelerometertodetectgaitphases AT carbonaronicola smartshoeassistedevaluationofusingasingletrunkpocketwornaccelerometertodetectgaitphases AT ciminomariogca smartshoeassistedevaluationofusingasingletrunkpocketwornaccelerometertodetectgaitphases AT colaguglielmo smartshoeassistedevaluationofusingasingletrunkpocketwornaccelerometertodetectgaitphases AT tognettialessandro smartshoeassistedevaluationofusingasingletrunkpocketwornaccelerometertodetectgaitphases AT vaglinigigliola smartshoeassistedevaluationofusingasingletrunkpocketwornaccelerometertodetectgaitphases |