• DocumentCode
    2074875
  • Title

    Effects of Improper Spectral Delay on Speech Recognition with Cochlear Implants: A Simulation Study

  • Author

    Harczos, Tamas ; Katai, A. ; Klefenz, Frank ; Baljic, Izet

  • fYear
    2008
  • fDate
    June 29 2008-July 5 2008
  • Firstpage
    47
  • Lastpage
    52
  • Abstract
    Actual pulse rate in common cochlear implant systems is an essential parameter in terms of recognition performance and preference of patients. Finding the ideal pulse rate seems to be an evergreen topic independently of the used encoding strategy and architecture of the electrode array. At the same time, implantees react sensitively to rate changes, which makes the design of such trials difficult. We give a simplified model of spectral delays caused by a given total pulse rate, and compare these delays to natural cochlear delays. The comparison is carried out by feeding a hidden Markov model based speech recognizer with an adequately preprocessed speech corpus. Simulation outcomes give an insight why both too low and too high total pulse rates manifest in poor performance, and give a prediction on the recognition capabilities of each phone at various pulse rates. The experiments included in this study emphasize the importance of biotic cochlear delays and urge their application in future cochlear implant speech processing strategies.
  • Keywords
    diseases; hearing; hearing aids; prosthetics; cochlear delays; cochlear implant speech processing; cochlear implants; hidden Markov model; improper spectral delay; speech corpus; speech recognition; Auditory system; Cochlear implants; Computational Intelligence Society; Deafness; Delay effects; Electrodes; Filter bank; Hidden Markov models; Speech processing; Speech recognition; cochlear implant; pulse rate; spectral delay; speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biocomputation, Bioinformatics, and Biomedical Technologies, 2008. BIOTECHNO '08. International Conference on
  • Conference_Location
    Bucharest
  • Print_ISBN
    978-0-7695-3191-5
  • Electronic_ISBN
    978-0-7695-3191-5
  • Type

    conf

  • DOI
    10.1109/BIOTECHNO.2008.36
  • Filename
    4561133