Title :
A novel biometrie recognition system based on ground reaction force measurements of continuous gait
Author :
Yao, Zhi-Ming ; Zhou, Xu ; Lin, Er-Dong ; Xu, Su ; Sun, Yi-Ning
Author_Institution :
Key Lab. of Biomimetic Sensing & Adv. Robot Technol., Chinese Acad. of Sci., Hefei, China
Abstract :
A novel biometric recognition system is designed in this paper, using ground reaction force (GRF) measurements of continuous gait. Original GRF signals are combined in three directions Respectively. Waveform interpolation and align ment are performed to meet th e demand of feature extraction ba sed on wavelet packet (WP) decomposition, re-sampling approach is utilized to expand valid training sets. Features are s elected u sing a fuzzy set-based features election criterion. Classification is accomplished using a kernel-based support vector machine (SVM). The parameter tuning of the S VM classifier is performed using a grid searching method. The approach is tested on a database comprising GRF records obtained from 103 subjects. Comparative results demonstrate that re-sampling approach and waveform interpolation and alignment can improve the recognition accuracy.
Keywords :
biometrics (access control); feature extraction; force measurement; gait analysis; image recognition; interpolation; support vector machines; Waveform alignment; biometric recognition system; continuous gait; feature extraction; fuzzy set-based features election criterion; grid searching method; ground reaction force measurements; kernel-based support vector machine; re-sampling approach; waveform interpolation; wavelet packet decomposition; Biometrics; Feature extraction; Force measurement; Fuzzy sets; Interpolation; Nominations and elections; Support vector machine classification; Support vector machines; Virtual manufacturing; Wavelet packets; biometric recognition; feature selection; gait; ground reaction force (GRF); re-sampling; waveform interpolation and alignment;
Conference_Titel :
Human System Interactions (HSI), 2010 3rd Conference on
Conference_Location :
Rzeszow
Print_ISBN :
978-1-4244-7560-5
DOI :
10.1109/HSI.2010.5514531