DocumentCode
76995
Title
Ambulatory Measurement of Three-Dimensional Foot Displacement During Treadmill Walking Using Wearable Wireless Ultrasonic Sensor Network
Author
Yongbin Qi ; Cheong Boon Soh ; Gunawan, Erry ; Kay-Soon Low
Author_Institution
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume
19
Issue
2
fYear
2015
fDate
Mar-15
Firstpage
446
Lastpage
452
Abstract
Techniques that could be used to monitor human motion precisely are helpful in various applications such as rehabilitation, gait analysis, and athletic performance analysis. This paper focuses on the 3-D foot trajectory measurements based on a wearable wireless ultrasonic sensor network. The system consists of an ultrasonic transmitter (mobile) and several receivers (anchors) with fixed known positions. In order not to restrict the movement of subjects, a radio frequency (RF) module is used for wireless data transmission. The RF module also provides the synchronization clock between mobile and anchors. The proposed system measures the time-of-arrival (TOA) of the ultrasonic signal from mobile to anchors. Together with the knowledge of the anchor´s position, the absolute distance that the signal travels can be computed. Then, the range information defines a circle centered at this anchor with radius equal to the measured distance, and the mobile resides within the intersections of several such circles. Based on the TOA-based tracking technique, the 3-D foot trajectories are validated against a camera-based motion capture system for ten healthy subjects walking on a treadmill at slow, normal, and fast speeds. The experimental results have shown that the ultrasonic system has sufficient accuracy of net root-mean-square error (4.2 cm) for 3-D displacement, especially for foot clearance with accuracy and standard deviation (0.62 ± 7.48 mm) compared to the camera-based motion capture system. The small form factor and lightweight feature of the proposed system make it easy to use. Such a system is also much lower in cost compared to the camera-based tracking system.
Keywords
biomedical equipment; body sensor networks; displacement measurement; gait analysis; image sensors; mean square error methods; motion measurement; patient monitoring; patient rehabilitation; synchronisation; ultrasonic devices; 3D displacement; 3D foot trajectory measurements; RF module; TOA-based tracking technique; ambulatory measurement; anchor position; athletic performance analysis; camera-based motion capture system; camera-based tracking system; fixed known positions; gait analysis; human motion monitoring; lightweight feature; mobile resides; net root-mean-square error; radiofrequency module; receivers; rehabilitation; signal travels; synchronization clock; three-dimensional foot displacement; time-of-arrival; treadmill walking; ultrasonic signal; ultrasonic transmitter; wearable wireless ultrasonic sensor network; wireless data transmission; Acoustics; Biomedical measurement; Cameras; Foot; Mobile communication; Tracking; Ultrasonic variables measurement; Foot clearance; rehabilitation; ultrasound; walking assessment; wearable sensor; wireless sensor network;
fLanguage
English
Journal_Title
Biomedical and Health Informatics, IEEE Journal of
Publisher
ieee
ISSN
2168-2194
Type
jour
DOI
10.1109/JBHI.2014.2316998
Filename
6797899
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