• DocumentCode
    1479013
  • Title

    Real-Time Automatic Tuning of Noise Suppression Algorithms for Cochlear Implant Applications

  • Author

    Gopalakrishna, Vanishree ; Kehtarnavaz, Nasser ; Mirzahasanloo, Taher S. ; Loizou, Philipos C.

  • Author_Institution
    Dept. of Electr. Eng., Univ. of Texas at Dallas, Richardson, TX, USA
  • Volume
    59
  • Issue
    6
  • fYear
    2012
  • fDate
    6/1/2012 12:00:00 AM
  • Firstpage
    1691
  • Lastpage
    1700
  • Abstract
    The performance of cochlear implants deteriorates in noisy environments compared to quiet conditions. This paper presents an adaptive cochlear implant system, which is capable of classifying the background noise environment in real time for the purpose of adjusting or tuning its noise suppression algorithm to that environment. The tuning is done automatically with no user intervention. Five objective quality measures are used to show the superiority of this adaptive system compared to a conventional fixed noise-suppression system. Steps taken to achieve the real-time implementation of the entire system, incorporating both the cochlear implant speech processing and the background noise suppression, on a portable PDA research platform are presented along with the timing results.
  • Keywords
    adaptive systems; cochlear implants; real-time systems; speech processing; adaptive cochlear implant system; background noise environment; cochlear implant speech processing; conventional fixed noise-suppression system; noisy environments; objective quality measurement; portable PDA research platform; real-time automatic tuning; user intervention; Detectors; Equations; Noise measurement; Real-time systems; Signal to noise ratio; Speech; Automatic tuning of noise suppression; characterization of noisy environments; noise adaptive cochlear implants; real-time implementation of cochlear implant speech processing; Algorithms; Cochlear Implants; Computer Systems; Deafness; Humans; Signal-To-Noise Ratio; Sound Spectrography; Therapy, Computer-Assisted;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2012.2191968
  • Filename
    6175112