Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise

This paper presents an unrestrained measurement system based on a wearable wireless ultrasonic sensor network to track the lower extremity joint and trunk kinematics during a squat exercise with only one ultrasonic sensor attached to the trunk. The system consists of an ultrasound transmitter (mobil...

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Main Authors: Soh, Cheong Boon, Gunawan, Erry, Low, Kay-Soon, Thomas, Rijil, Qi, Yongbin
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2015
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Online Access:https://hdl.handle.net/10356/107381
http://hdl.handle.net/10220/25566
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1073812022-02-16T16:26:51Z Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise Soh, Cheong Boon Gunawan, Erry Low, Kay-Soon Thomas, Rijil Qi, Yongbin School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering This paper presents an unrestrained measurement system based on a wearable wireless ultrasonic sensor network to track the lower extremity joint and trunk kinematics during a squat exercise with only one ultrasonic sensor attached to the trunk. The system consists of an ultrasound transmitter (mobile) and multiple receivers (anchors) whose positions are known. The proposed system measures the horizontal and vertical displacement, together with known joint constraints, to estimate joint flexion/extension angles using an inverse kinematic model based on the damped least-squares technique. The performance of the proposed ultrasonic measurement system was validated against a camera-based tracking system on eight healthy subjects performing a planar squat exercise. Joint angles estimated from the ultrasonic system showed a root mean square error (RMSE) of 2.85° ± 0.57° with the reference system. Statistical analysis indicated great agreements between these two systems with a Pearson’s correlation coefficient (PCC) value larger than 0.99 for all joint angles’ estimation. These results show that the proposed ultrasonic measurement system is useful for applications, such as rehabilitation and sports. Published version 2015-05-18T02:44:54Z 2019-12-06T22:29:42Z 2015-05-18T02:44:54Z 2019-12-06T22:29:42Z 2015 2015 Journal Article Qi, Y., Soh, C., Gunawan, E., Low, K.-S., & Thomas, R. (2015). Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise. Sensors, 15(5), 9610-9627. 1424-8220 https://hdl.handle.net/10356/107381 http://hdl.handle.net/10220/25566 10.3390/s150509610 25915589 en Sensors © 2015 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/4.0/). 18 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Soh, Cheong Boon
Gunawan, Erry
Low, Kay-Soon
Thomas, Rijil
Qi, Yongbin
Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise
description This paper presents an unrestrained measurement system based on a wearable wireless ultrasonic sensor network to track the lower extremity joint and trunk kinematics during a squat exercise with only one ultrasonic sensor attached to the trunk. The system consists of an ultrasound transmitter (mobile) and multiple receivers (anchors) whose positions are known. The proposed system measures the horizontal and vertical displacement, together with known joint constraints, to estimate joint flexion/extension angles using an inverse kinematic model based on the damped least-squares technique. The performance of the proposed ultrasonic measurement system was validated against a camera-based tracking system on eight healthy subjects performing a planar squat exercise. Joint angles estimated from the ultrasonic system showed a root mean square error (RMSE) of 2.85° ± 0.57° with the reference system. Statistical analysis indicated great agreements between these two systems with a Pearson’s correlation coefficient (PCC) value larger than 0.99 for all joint angles’ estimation. These results show that the proposed ultrasonic measurement system is useful for applications, such as rehabilitation and sports.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Soh, Cheong Boon
Gunawan, Erry
Low, Kay-Soon
Thomas, Rijil
Qi, Yongbin
format Article
author Soh, Cheong Boon
Gunawan, Erry
Low, Kay-Soon
Thomas, Rijil
Qi, Yongbin
author_sort Soh, Cheong Boon
title Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise
title_short Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise
title_full Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise
title_fullStr Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise
title_full_unstemmed Lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise
title_sort lower extremity joint angle tracking with wireless ultrasonic sensors during a squat exercise
publishDate 2015
url https://hdl.handle.net/10356/107381
http://hdl.handle.net/10220/25566
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