• DocumentCode
    1159292
  • Title

    Principal component analysis as a method to facilitate fast detection of transient-evoked otoacoustic emissions

  • Author

    Ravazzani, Paolo ; Tognola, Gabriella ; Parazzini, Marta ; Grandori, Ferdinando

  • Author_Institution
    Inst. di Ingegneria Biomedica CNR, Milan, Italy
  • Volume
    50
  • Issue
    2
  • fYear
    2003
  • Firstpage
    249
  • Lastpage
    252
  • Abstract
    Transient-evoked otoacoustic emissions (TEOAE) are acoustic signals coming from the inner ear (outer hair cells of the cochlea) after acoustic stimulation by clicks. They can be used to investigate the status of the peripheral hearing system. Some of their potential applications (e.g., their use as a tool in newborn hearing screening programs) are deeply related to the duration of each recording session. This duration can be strongly reduced by applying a principal component analysis approach to a set of TEOAE recorded from the same ear at different stimulus levels averaging only a few sweeps (a maximum of 100 versus the classical 260). The PCA approach is shown to be able to enhance the signal-to-noise ratio and, in turn, to allow a correct detection of the responses. Results of the application of this approach in comparison with responses recorded from the same subjects with the classical technique are shown.
  • Keywords
    medical signal detection; otoacoustic emissions; paediatrics; principal component analysis; acoustic stimulation by clicks; cochlea; inner ear acoustic signals; medical technique; newborn hearing screening programs; outer hair cells; peripheral hearing system status investigation; recording session duration; responses correct detection; signal-to-noise ratio enhancement; stimulus levels; transient-evoked otoacoustic emissions; Acoustic emission; Acoustic signal detection; Auditory system; Ear; Hair; Irrigation; Pediatrics; Principal component analysis; Signal to noise ratio; Testing; Acoustic Stimulation; Adult; Algorithms; Audiometry, Evoked Response; Auditory Threshold; Hearing Tests; Humans; Infant, Newborn; Neonatal Screening; Otoacoustic Emissions, Spontaneous; Principal Component Analysis; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2002.807645
  • Filename
    1185149