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
Link To Document :
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