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Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy

BACKGROUND: Contemporary speech processing strategies in cochlear implants (CIs) such as the Advanced Combination Encoder (ACE) use a standard Fast Fourier Transform (FFT) filterbank to extract envelopes. The assignment of the FFT bins to approximate the frequency resolution of the basilar membrane...

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Autores principales: Tabibi, Sonia, Kegel, Andrea, Lai, Wai Kong, Dillier, Norbert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier/North-Holland Biomedical Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5270640/
https://www.ncbi.nlm.nih.gov/pubmed/27939961
http://dx.doi.org/10.1016/j.jneumeth.2016.12.004
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author Tabibi, Sonia
Kegel, Andrea
Lai, Wai Kong
Dillier, Norbert
author_facet Tabibi, Sonia
Kegel, Andrea
Lai, Wai Kong
Dillier, Norbert
author_sort Tabibi, Sonia
collection PubMed
description BACKGROUND: Contemporary speech processing strategies in cochlear implants (CIs) such as the Advanced Combination Encoder (ACE) use a standard Fast Fourier Transform (FFT) filterbank to extract envelopes. The assignment of the FFT bins to approximate the frequency resolution of the basilar membrane is only partly based on physiology, especially since the bins are distributed linearly below 1000 Hz and logarithmically above 1000 Hz. NEW METHOD: A Gammatone filterbank which provides a closer approximation to the bandwidths of filters in the human auditory system could replace the standard FFT filterbank in the ACE strategy. An infinite impulse response (IIR) all-pole design of the Gammatone filterbank was compared to the FFT filterbank with 128, 256 and 512 points resolutions and the effect of the frequency boundaries of the filters was also investigated. RESULTS: Melodic contour identification (MCI) and just noticeable difference (JND) experiments, both involving synthetic clarinet notes in octaves 3 and 4, were conducted with 6 normal hearing (NH) participants using noise vocoded stimuli; and 10 CI recipients just performed the MCI experiment. The MCI results for both NH and CI subjects, showed a significant effect of the filterbank on the percentage correct responses of the participants. COMPARISON WITH EXISTING METHODS: The Gammatone filterbank can better resolve the harmonics of tested synthetic clarinet notes which led to better performances in the MCI experiment. CONCLUSIONS: The total delay of the Gammatone filterbank can be made smaller than the delay of the FFT filterbank with the same frequency resolution at low frequencies.
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spelling pubmed-52706402017-02-01 Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy Tabibi, Sonia Kegel, Andrea Lai, Wai Kong Dillier, Norbert J Neurosci Methods Research Paper BACKGROUND: Contemporary speech processing strategies in cochlear implants (CIs) such as the Advanced Combination Encoder (ACE) use a standard Fast Fourier Transform (FFT) filterbank to extract envelopes. The assignment of the FFT bins to approximate the frequency resolution of the basilar membrane is only partly based on physiology, especially since the bins are distributed linearly below 1000 Hz and logarithmically above 1000 Hz. NEW METHOD: A Gammatone filterbank which provides a closer approximation to the bandwidths of filters in the human auditory system could replace the standard FFT filterbank in the ACE strategy. An infinite impulse response (IIR) all-pole design of the Gammatone filterbank was compared to the FFT filterbank with 128, 256 and 512 points resolutions and the effect of the frequency boundaries of the filters was also investigated. RESULTS: Melodic contour identification (MCI) and just noticeable difference (JND) experiments, both involving synthetic clarinet notes in octaves 3 and 4, were conducted with 6 normal hearing (NH) participants using noise vocoded stimuli; and 10 CI recipients just performed the MCI experiment. The MCI results for both NH and CI subjects, showed a significant effect of the filterbank on the percentage correct responses of the participants. COMPARISON WITH EXISTING METHODS: The Gammatone filterbank can better resolve the harmonics of tested synthetic clarinet notes which led to better performances in the MCI experiment. CONCLUSIONS: The total delay of the Gammatone filterbank can be made smaller than the delay of the FFT filterbank with the same frequency resolution at low frequencies. Elsevier/North-Holland Biomedical Press 2017-02-01 /pmc/articles/PMC5270640/ /pubmed/27939961 http://dx.doi.org/10.1016/j.jneumeth.2016.12.004 Text en © 2016 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Paper
Tabibi, Sonia
Kegel, Andrea
Lai, Wai Kong
Dillier, Norbert
Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy
title Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy
title_full Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy
title_fullStr Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy
title_full_unstemmed Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy
title_short Investigating the use of a Gammatone filterbank for a cochlear implant coding strategy
title_sort investigating the use of a gammatone filterbank for a cochlear implant coding strategy
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5270640/
https://www.ncbi.nlm.nih.gov/pubmed/27939961
http://dx.doi.org/10.1016/j.jneumeth.2016.12.004
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