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Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits

This article describes the performance of a flexible resistive sensor network to track shoulder motion. This system monitors every gesture of the human shoulder in its range of motion except rotations around the longitudinal axis of the arm. In this regard, the design considers the movement of the g...

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Autores principales: Samper-Escudero, J. Luis, Contreras-González, Aldo F., Ferre, Manuel, Sánchez-Urán, Miguel A., Pont-Esteban, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Mary Ann Liebert, Inc., publishers 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7301313/
https://www.ncbi.nlm.nih.gov/pubmed/31905105
http://dx.doi.org/10.1089/soro.2019.0040
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author Samper-Escudero, J. Luis
Contreras-González, Aldo F.
Ferre, Manuel
Sánchez-Urán, Miguel A.
Pont-Esteban, David
author_facet Samper-Escudero, J. Luis
Contreras-González, Aldo F.
Ferre, Manuel
Sánchez-Urán, Miguel A.
Pont-Esteban, David
author_sort Samper-Escudero, J. Luis
collection PubMed
description This article describes the performance of a flexible resistive sensor network to track shoulder motion. This system monitors every gesture of the human shoulder in its range of motion except rotations around the longitudinal axis of the arm. In this regard, the design considers the movement of the glenohumeral, acromioclavicular, sternoclavicular, and scapulothoracic joints. The solution presented in this work considers several sensor configurations and compares its performance with a set of inertial measurement units (IMUs). These devices have been put together in a shoulder suit with Optitrack visual markers in order to be used as pose ground truth. Optimal configurations of flexible resistive sensors, in terms of accuracy requirements and number of sensors, have been obtained by applying principal component analysis techniques. The data provided by each configuration are then mapped onto the shoulder pose by using neural network algorithms. According to the results shown in this article, a set of flexible resistive sensors can be an adequate alternative to IMUs for multiaxial shoulder pose tracking in open spaces. Furthermore, the system presented can be easily embedded in fabric or wearable devices without obstructing the user's motion.
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spelling pubmed-73013132020-06-18 Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits Samper-Escudero, J. Luis Contreras-González, Aldo F. Ferre, Manuel Sánchez-Urán, Miguel A. Pont-Esteban, David Soft Robot Original Articles This article describes the performance of a flexible resistive sensor network to track shoulder motion. This system monitors every gesture of the human shoulder in its range of motion except rotations around the longitudinal axis of the arm. In this regard, the design considers the movement of the glenohumeral, acromioclavicular, sternoclavicular, and scapulothoracic joints. The solution presented in this work considers several sensor configurations and compares its performance with a set of inertial measurement units (IMUs). These devices have been put together in a shoulder suit with Optitrack visual markers in order to be used as pose ground truth. Optimal configurations of flexible resistive sensors, in terms of accuracy requirements and number of sensors, have been obtained by applying principal component analysis techniques. The data provided by each configuration are then mapped onto the shoulder pose by using neural network algorithms. According to the results shown in this article, a set of flexible resistive sensors can be an adequate alternative to IMUs for multiaxial shoulder pose tracking in open spaces. Furthermore, the system presented can be easily embedded in fabric or wearable devices without obstructing the user's motion. Mary Ann Liebert, Inc., publishers 2020-06-01 2020-06-02 /pmc/articles/PMC7301313/ /pubmed/31905105 http://dx.doi.org/10.1089/soro.2019.0040 Text en © José Luis Samper Escudero et al. 2020; Published by Mary Ann Liebert, Inc. This Open Access article is distributed under the terms of the Creative Commons Attribution Noncommercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and the source are cited.
spellingShingle Original Articles
Samper-Escudero, J. Luis
Contreras-González, Aldo F.
Ferre, Manuel
Sánchez-Urán, Miguel A.
Pont-Esteban, David
Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits
title Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits
title_full Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits
title_fullStr Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits
title_full_unstemmed Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits
title_short Efficient Multiaxial Shoulder-Motion Tracking Based on Flexible Resistive Sensors Applied to Exosuits
title_sort efficient multiaxial shoulder-motion tracking based on flexible resistive sensors applied to exosuits
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7301313/
https://www.ncbi.nlm.nih.gov/pubmed/31905105
http://dx.doi.org/10.1089/soro.2019.0040
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