Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network

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...

Full description

Saved in:
Bibliographic Details
Main Authors: Qi, Yongbin, Soh, Cheong Boon, Gunawan, Erry, Low, Kay-Soon
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2015
Subjects:
Online Access:https://hdl.handle.net/10356/107406
http://hdl.handle.net/10220/25464
http://dx.doi.org/10.1109/JBHI.2014.2316998
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-107406
record_format dspace
spelling sg-ntu-dr.10356-1074062019-12-06T22:30:18Z Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network Qi, Yongbin Soh, Cheong Boon Gunawan, Erry Low, Kay-Soon School of Electrical and Electronic Engineering DRNTU::Science::Medicine::Biomedical engineering 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. Accepted version 2015-04-28T01:42:11Z 2019-12-06T22:30:18Z 2015-04-28T01:42:11Z 2019-12-06T22:30:18Z 2014 2014 Journal Article Qi, Y., Soh, C. B., Gunawan, E., & Low, K.-S. (2014). Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network. IEEE journal of biomedical and health informatics, 19(2), 446-452. 2168-2194 https://hdl.handle.net/10356/107406 http://hdl.handle.net/10220/25464 http://dx.doi.org/10.1109/JBHI.2014.2316998 en IEEE journal of biomedical and health informatics © 2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: [Article DOI: http://dx.doi.org/10.1109/JBHI.2014.2316998]. 8 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Science::Medicine::Biomedical engineering
spellingShingle DRNTU::Science::Medicine::Biomedical engineering
Qi, Yongbin
Soh, Cheong Boon
Gunawan, Erry
Low, Kay-Soon
Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network
description 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.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Qi, Yongbin
Soh, Cheong Boon
Gunawan, Erry
Low, Kay-Soon
format Article
author Qi, Yongbin
Soh, Cheong Boon
Gunawan, Erry
Low, Kay-Soon
author_sort Qi, Yongbin
title Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network
title_short Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network
title_full Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network
title_fullStr Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network
title_full_unstemmed Ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network
title_sort ambulatory measurement of 3-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network
publishDate 2015
url https://hdl.handle.net/10356/107406
http://hdl.handle.net/10220/25464
http://dx.doi.org/10.1109/JBHI.2014.2316998
_version_ 1681049818554695680