• DocumentCode
    347187
  • Title

    EMG amplitude estimation using adaptive whitening

  • Author

    Clancy, Edward A. ; Farry, Kristin A.

  • Author_Institution
    Liberty Mutual Res. Center, Hopkinton, MA, USA
  • Volume
    1
  • fYear
    1999
  • fDate
    1999
  • Abstract
    Previous research showed that whitening the surface electromyogram (EMG) can improve EMG amplitude estimation. However, conventional linear-filter whitening fails at low EMG amplitude levels, perhaps due to additive background noise in the measured EMG signal. This paper describes am adaptive whitening technique, effective at low EMG levels, that cascades a non-adaptive whitening filter, an adaptive Wiener filter, and an adaptive gain correction. In experimental studies, subjects used real-time EMG amplitude estimates to track a uniform-density, band-limited random target. With a 0.25 Hz bandwidth target, either adaptive whitening or multi-channel processing reduced the tracking error to roughly half that of using force as the feedback signal. Increases in additive noise level, smoothing window length, and tracking bandwidth diminish the advantages of adaptive whitening
  • Keywords
    AWGN; Wiener filters; adaptive filters; amplitude estimation; electromyography; medical signal processing; smoothing methods; 0.25 Hz; EMG amplitude estimation; adaptive Wiener filter; adaptive gain correction; adaptive whitening; additive noise level; multichannel processing; nonadaptive whitening filter; signal model; smoothing window length; surface electromyogram; tracking bandwidth; tracking error reduction; uniform-density band-limited random target; wideband Gaussian process; Adaptive filters; Additive noise; Amplitude estimation; Background noise; Bandwidth; Electromyography; Force feedback; Noise measurement; Target tracking; Wiener filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    [Engineering in Medicine and Biology, 1999. 21st Annual Conference and the 1999 Annual Fall Meetring of the Biomedical Engineering Society] BMES/EMBS Conference, 1999. Proceedings of the First Joint
  • Conference_Location
    Atlanta, GA
  • ISSN
    1094-687X
  • Print_ISBN
    0-7803-5674-8
  • Type

    conf

  • DOI
    10.1109/IEMBS.1999.802650
  • Filename
    802650