• DocumentCode
    3081175
  • 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
  • fYear
    2010
  • fDate
    13-15 May 2010
  • Firstpage
    452
  • Lastpage
    458
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Human System Interactions (HSI), 2010 3rd Conference on
  • Conference_Location
    Rzeszow
  • Print_ISBN
    978-1-4244-7560-5
  • Type

    conf

  • DOI
    10.1109/HSI.2010.5514531
  • Filename
    5514531