DocumentCode :
1756419
Title :
Quantitative Gait Measurement With Pulse-Doppler Radar for Passive In-Home Gait Assessment
Author :
Fang Wang ; Skubic, Marjorie ; Rantz, Marilyn ; Cuddihy, P.E.
Author_Institution :
Dept. of Comput. Sci., Univ. of Missouri, Columbia, MO, USA
Volume :
61
Issue :
9
fYear :
2014
fDate :
Sept. 2014
Firstpage :
2434
Lastpage :
2443
Abstract :
In this paper, we propose a pulse-Doppler radar system for in-home gait assessment of older adults. A methodology has been developed to extract gait parameters including walking speed and step time using Doppler radar. The gait parameters have been validated with a Vicon motion capture system in the lab with 13 participants and 158 test runs. The study revealed that for an optimal step recognition and walking speed estimation, a dual radar set up with one radar placed at foot level and the other at torso level is necessary. An excellent absolute agreement with intraclass correlation coefficients of 0.97 was found for step time estimation with the foot level radar. For walking speed, although both radars show excellent consistency they all have a system offset compared to the ground truth due to walking direction with respect to the radar beam. The torso level radar has a better performance (9% offset on average) in the speed estimation compared to the foot level radar (13%-18% offset). Quantitative analysis has been performed to compute the angles causing the systematic error. These lab results demonstrate the capability of the system to be used as a daily gait assessment tool in home environments, useful for fall risk assessment and other health care applications. The system is currently being tested in an unstructured home environment.
Keywords :
Doppler radar; biomedical measurement; gait analysis; geriatrics; Vicon motion capture system; daily gait assessment tool; dual radar set up; fall risk assessment; gait parameters; older adults; optimal step recognition; passive in-home gait assessment; pulse-Doppler radar; quantitative gait measurement; speed estimation; step time; systematic error; torso level radar; unstructured home environment; walking speed; Doppler radar; Legged locomotion; Monitoring; Spectrogram; Time-frequency analysis; Torso; Eldercare technology; gait analysis; passive monitoring; radar; step time; walking speed;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2014.2319333
Filename :
6804675
Link To Document :
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