• DocumentCode
    1257109
  • Title

    Zero-Velocity Detection—An Algorithm Evaluation

  • Author

    Skog, Isaac ; Händel, Peter ; Nilsson, John-Olof ; Rantakokko, Jouni

  • Author_Institution
    Signal Process. Lab., R. Inst. of Technol., Stockholm, Sweden
  • Volume
    57
  • Issue
    11
  • fYear
    2010
  • Firstpage
    2657
  • Lastpage
    2666
  • Abstract
    In this paper, we investigate the problem of detecting-time epochs when zero-velocity updates can be applied in a foot-mounted inertial navigation (motion-tracking) system. We examine three commonly used detectors: the acceleration-moving variance detector, the acceleration-magnitude detector, and the angular rate energy detector. We demonstrate that all detectors can be derived within the same general likelihood ratio test (LRT) framework, given the different prior knowledge about the sensor signals. Further, by combining all prior knowledge, we derive a new LRT detector. Subsequently, we develop a methodology to evaluate the performance of the detectors. Employing the developed methodology, we evaluate the performance of the detectors using leveled ground, slow (approximately 3 km/h) and normal (approximately 5 km/h) gait data. The test results are presented in terms of detection versus false-alarm probability. Our preliminary results show that the new detector performs marginally better than the angular rate energy detector that outperforms both the acceleration-moving variance detector and the acceleration-magnitude detector.
  • Keywords
    gait analysis; inertial navigation; medical signal processing; motion measurement; acceleration-magnitude detector; acceleration-moving variance detector; algorithm evaluation; angular rate energy detector; detecting-time epoch; foot-mounted inertial navigation system; likelihood ratio test framework; motion-tracking system; sensor signal; zero-velocity detection; Acceleration; Detectors; Foot; Information analysis; Motion detection; Navigation; Sensor phenomena and characterization; Sensor systems and applications; Testing; Tracking; Biomedical signal processing; detection; detection algorithm; inertial navigation; navigation;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2010.2060723
  • Filename
    5523938