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Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics

There is an increased interest in using wearable inertial measurement units (IMUs) in clinical contexts for the diagnosis and rehabilitation of gait pathologies. Despite this interest, there is a lack of research regarding optimal sensor placement when measuring joint kinematics and few studies whic...

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Autores principales: Niswander, Wesley, Wang, Wei, Kontson, Kimberly
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7660215/
https://www.ncbi.nlm.nih.gov/pubmed/33105876
http://dx.doi.org/10.3390/s20215993
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author Niswander, Wesley
Wang, Wei
Kontson, Kimberly
author_facet Niswander, Wesley
Wang, Wei
Kontson, Kimberly
author_sort Niswander, Wesley
collection PubMed
description There is an increased interest in using wearable inertial measurement units (IMUs) in clinical contexts for the diagnosis and rehabilitation of gait pathologies. Despite this interest, there is a lack of research regarding optimal sensor placement when measuring joint kinematics and few studies which examine functionally relevant motions other than straight level walking. The goal of this clinical measurement research study was to investigate how the location of IMU sensors on the lower body impact the accuracy of IMU-based hip, knee, and ankle angular kinematics. IMUs were placed on 11 different locations on the body to measure lower limb joint angles in seven participants performing the timed-up-and-go (TUG) test. Angles were determined using different combinations of IMUs and the TUG was segmented into different functional movements. Mean bias and root mean square error values were computed using generalized estimating equations comparing IMU-derived angles to a reference optical motion capture system. Bias and RMSE values vary with the sensor position. This effect is partially dependent on the functional movement analyzed and the joint angle measured. However, certain combinations of sensors produce lower bias and RMSE more often than others. The data presented here can inform clinicians and researchers of placement of IMUs on the body that will produce lower error when measuring joint kinematics for multiple functionally relevant motions. Optimization of IMU-based kinematic measurements is important because of increased interest in the use of IMUs to inform diagnose and rehabilitation in clinical settings and at home.
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spelling pubmed-76602152020-11-13 Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics Niswander, Wesley Wang, Wei Kontson, Kimberly Sensors (Basel) Article There is an increased interest in using wearable inertial measurement units (IMUs) in clinical contexts for the diagnosis and rehabilitation of gait pathologies. Despite this interest, there is a lack of research regarding optimal sensor placement when measuring joint kinematics and few studies which examine functionally relevant motions other than straight level walking. The goal of this clinical measurement research study was to investigate how the location of IMU sensors on the lower body impact the accuracy of IMU-based hip, knee, and ankle angular kinematics. IMUs were placed on 11 different locations on the body to measure lower limb joint angles in seven participants performing the timed-up-and-go (TUG) test. Angles were determined using different combinations of IMUs and the TUG was segmented into different functional movements. Mean bias and root mean square error values were computed using generalized estimating equations comparing IMU-derived angles to a reference optical motion capture system. Bias and RMSE values vary with the sensor position. This effect is partially dependent on the functional movement analyzed and the joint angle measured. However, certain combinations of sensors produce lower bias and RMSE more often than others. The data presented here can inform clinicians and researchers of placement of IMUs on the body that will produce lower error when measuring joint kinematics for multiple functionally relevant motions. Optimization of IMU-based kinematic measurements is important because of increased interest in the use of IMUs to inform diagnose and rehabilitation in clinical settings and at home. MDPI 2020-10-22 /pmc/articles/PMC7660215/ /pubmed/33105876 http://dx.doi.org/10.3390/s20215993 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
Niswander, Wesley
Wang, Wei
Kontson, Kimberly
Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics
title Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics
title_full Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics
title_fullStr Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics
title_full_unstemmed Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics
title_short Optimization of IMU Sensor Placement for the Measurement of Lower Limb Joint Kinematics
title_sort optimization of imu sensor placement for the measurement of lower limb joint kinematics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7660215/
https://www.ncbi.nlm.nih.gov/pubmed/33105876
http://dx.doi.org/10.3390/s20215993
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