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
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;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2002.807645