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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doaj-feb8be5f5afb43fda15df33ede8896ae2020-11-24T23:26:36ZengMDPI AGSensors1424-82202015-04-011559610962710.3390/s150509610s150509610Lower Extremity Joint Angle Tracking with Wireless Ultrasonic Sensors during a Squat ExerciseYongbin Qi0Cheong Boon Soh1Erry Gunawan2Kay-Soon Low3Rijil Thomas4School of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSchool of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSchool of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSchool of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSchool of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeThis 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.http://www.mdpi.com/1424-8220/15/5/9610ultrasoundwireless sensor networkjoint anglessquatrehabilitationinverse kinematics |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yongbin Qi Cheong Boon Soh Erry Gunawan Kay-Soon Low Rijil Thomas |
spellingShingle |
Yongbin Qi Cheong Boon Soh Erry Gunawan Kay-Soon Low Rijil Thomas Lower Extremity Joint Angle Tracking with Wireless Ultrasonic Sensors during a Squat Exercise Sensors ultrasound wireless sensor network joint angles squat rehabilitation inverse kinematics |
author_facet |
Yongbin Qi Cheong Boon Soh Erry Gunawan Kay-Soon Low Rijil Thomas |
author_sort |
Yongbin Qi |
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 |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2015-04-01 |
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. |
topic |
ultrasound wireless sensor network joint angles squat rehabilitation inverse kinematics |
url |
http://www.mdpi.com/1424-8220/15/5/9610 |
work_keys_str_mv |
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