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IMU-Based Joint Angle Measurement for Gait Analysis

This contribution is concerned with joint angle calculation based on inertial measurement data in the context of human motion analysis. Unlike most robotic devices, the human body lacks even surfaces and right angles. Therefore, we focus on methods that avoid assuming certain orientations in which t...

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Detalles Bibliográficos
Autores principales: Seel, Thomas, Raisch, Jorg, Schauer, Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4029684/
https://www.ncbi.nlm.nih.gov/pubmed/24743160
http://dx.doi.org/10.3390/s140406891
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author Seel, Thomas
Raisch, Jorg
Schauer, Thomas
author_facet Seel, Thomas
Raisch, Jorg
Schauer, Thomas
author_sort Seel, Thomas
collection PubMed
description This contribution is concerned with joint angle calculation based on inertial measurement data in the context of human motion analysis. Unlike most robotic devices, the human body lacks even surfaces and right angles. Therefore, we focus on methods that avoid assuming certain orientations in which the sensors are mounted with respect to the body segments. After a review of available methods that may cope with this challenge, we present a set of new methods for: (1) joint axis and position identification; and (2) flexion/extension joint angle measurement. In particular, we propose methods that use only gyroscopes and accelerometers and, therefore, do not rely on a homogeneous magnetic field. We provide results from gait trials of a transfemoral amputee in which we compare the inertial measurement unit (IMU)-based methods to an optical 3D motion capture system. Unlike most authors, we place the optical markers on anatomical landmarks instead of attaching them to the IMUs. Root mean square errors of the knee flexion/extension angles are found to be less than 1° on the prosthesis and about 3° on the human leg. For the plantar/dorsiflexion of the ankle, both deviations are about 1°.
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spelling pubmed-40296842014-05-22 IMU-Based Joint Angle Measurement for Gait Analysis Seel, Thomas Raisch, Jorg Schauer, Thomas Sensors (Basel) Article This contribution is concerned with joint angle calculation based on inertial measurement data in the context of human motion analysis. Unlike most robotic devices, the human body lacks even surfaces and right angles. Therefore, we focus on methods that avoid assuming certain orientations in which the sensors are mounted with respect to the body segments. After a review of available methods that may cope with this challenge, we present a set of new methods for: (1) joint axis and position identification; and (2) flexion/extension joint angle measurement. In particular, we propose methods that use only gyroscopes and accelerometers and, therefore, do not rely on a homogeneous magnetic field. We provide results from gait trials of a transfemoral amputee in which we compare the inertial measurement unit (IMU)-based methods to an optical 3D motion capture system. Unlike most authors, we place the optical markers on anatomical landmarks instead of attaching them to the IMUs. Root mean square errors of the knee flexion/extension angles are found to be less than 1° on the prosthesis and about 3° on the human leg. For the plantar/dorsiflexion of the ankle, both deviations are about 1°. MDPI 2014-04-16 /pmc/articles/PMC4029684/ /pubmed/24743160 http://dx.doi.org/10.3390/s140406891 Text en © 2014 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 license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Seel, Thomas
Raisch, Jorg
Schauer, Thomas
IMU-Based Joint Angle Measurement for Gait Analysis
title IMU-Based Joint Angle Measurement for Gait Analysis
title_full IMU-Based Joint Angle Measurement for Gait Analysis
title_fullStr IMU-Based Joint Angle Measurement for Gait Analysis
title_full_unstemmed IMU-Based Joint Angle Measurement for Gait Analysis
title_short IMU-Based Joint Angle Measurement for Gait Analysis
title_sort imu-based joint angle measurement for gait analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4029684/
https://www.ncbi.nlm.nih.gov/pubmed/24743160
http://dx.doi.org/10.3390/s140406891
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