Title :
Human gait recognition with cane assistive device using quadratic time–frequency distributions
Author :
Amin, Moeness G. ; Ahmad, Fauzia ; Zhang, Yimin D. ; Boashash, Boualem
Author_Institution :
Center for Adv. Commun., Villanova Univ., Lancaster, PA, USA
Abstract :
In this study, the authors consider the problem of human gait recognition in the presence of a walking cane using radars. Quadratic time-frequency distributions are used to provide the local signal behaviour over frequency and to detail the changes in the Doppler and micro-Doppler signatures over time. New features that capture the intrinsic differences in the time-frequency signatures of the gait observed with and without the use of a cane are proposed. The results based on real data experiments conducted in a laboratory environment are provided that validate the effectiveness of the proposed features in discriminating gait with cane from normal human gait.
Keywords :
image recognition; motion estimation; cane assistive device; human gait recognition; micro-Doppler signatures; quadratic time-frequency distributions; time-frequency signatures;
Journal_Title :
Radar, Sonar Navigation, IET
DOI :
10.1049/iet-rsn.2015.0119