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Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm

The invention of inertial measurement units allowed the construction of sensors suitable for human motion tracking that are more affordable than expensive optical motion capture systems, but there are a few factors influencing their accuracy, such as the calibration methods and the fusion algorithms...

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Autores principales: Białecka, Martyna, Gruszczyński, Kacper, Cisowski, Paweł, Kaszyński, Jakub, Baka, Cezary, Lubiatowski, Przemysław
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10304346/
https://www.ncbi.nlm.nih.gov/pubmed/37420531
http://dx.doi.org/10.3390/s23125364
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author Białecka, Martyna
Gruszczyński, Kacper
Cisowski, Paweł
Kaszyński, Jakub
Baka, Cezary
Lubiatowski, Przemysław
author_facet Białecka, Martyna
Gruszczyński, Kacper
Cisowski, Paweł
Kaszyński, Jakub
Baka, Cezary
Lubiatowski, Przemysław
author_sort Białecka, Martyna
collection PubMed
description The invention of inertial measurement units allowed the construction of sensors suitable for human motion tracking that are more affordable than expensive optical motion capture systems, but there are a few factors influencing their accuracy, such as the calibration methods and the fusion algorithms used to translate sensor readings into angles. The main purpose of this study was to test the accuracy of a single RSQ Motion sensor in comparison to a highly precise industrial robot. The secondary objectives were to test how the type of sensor calibration affects its accuracy and whether the time and magnitude of the tested angle have an impact on the sensor’s accuracy. We performed sensor tests for nine repetitions of nine static angles made by the robot arm in eleven series. The chosen robot movements mimicked shoulder movements in a range of motion test (flexion, abduction, and rotation). The RSQ Motion sensor appeared to be very accurate, with a root-mean-square error below 0.15°. Furthermore, we found a moderate-to-strong correlation between the sensor error and the magnitude of the measured angle but only for the sensor calibrated with the gyroscope and accelerometer readings. Although the high accuracy of the RSQ Motion sensors was demonstrated in this paper, they require further study on human subjects and comparisons to the other devices known as the gold standards in orthopedics.
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spelling pubmed-103043462023-06-29 Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm Białecka, Martyna Gruszczyński, Kacper Cisowski, Paweł Kaszyński, Jakub Baka, Cezary Lubiatowski, Przemysław Sensors (Basel) Article The invention of inertial measurement units allowed the construction of sensors suitable for human motion tracking that are more affordable than expensive optical motion capture systems, but there are a few factors influencing their accuracy, such as the calibration methods and the fusion algorithms used to translate sensor readings into angles. The main purpose of this study was to test the accuracy of a single RSQ Motion sensor in comparison to a highly precise industrial robot. The secondary objectives were to test how the type of sensor calibration affects its accuracy and whether the time and magnitude of the tested angle have an impact on the sensor’s accuracy. We performed sensor tests for nine repetitions of nine static angles made by the robot arm in eleven series. The chosen robot movements mimicked shoulder movements in a range of motion test (flexion, abduction, and rotation). The RSQ Motion sensor appeared to be very accurate, with a root-mean-square error below 0.15°. Furthermore, we found a moderate-to-strong correlation between the sensor error and the magnitude of the measured angle but only for the sensor calibrated with the gyroscope and accelerometer readings. Although the high accuracy of the RSQ Motion sensors was demonstrated in this paper, they require further study on human subjects and comparisons to the other devices known as the gold standards in orthopedics. MDPI 2023-06-06 /pmc/articles/PMC10304346/ /pubmed/37420531 http://dx.doi.org/10.3390/s23125364 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Białecka, Martyna
Gruszczyński, Kacper
Cisowski, Paweł
Kaszyński, Jakub
Baka, Cezary
Lubiatowski, Przemysław
Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm
title Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm
title_full Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm
title_fullStr Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm
title_full_unstemmed Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm
title_short Shoulder Range of Motion Measurement Using Inertial Measurement Unit—Validation with a Robot Arm
title_sort shoulder range of motion measurement using inertial measurement unit—validation with a robot arm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10304346/
https://www.ncbi.nlm.nih.gov/pubmed/37420531
http://dx.doi.org/10.3390/s23125364
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