Title
Cochlear Implant Filterbank Design and Optimization: A Simulation Study
Abstract
Cochlear implants (CIs) are devices capable of restoring hearing function in profoundly-deaf patients to an acceptable degree of performance. An essential processing step in any cochlear implant is frequency analysis, which is usually performed via banks of filters. Here, we simulate and test the suitability of different filters and filterbank architectures for CIs with respect to their performance in speech intelligibility. Four different filters were implemented in an established model of CI hearing, the tone-excited vocoder, namely: GTF (Gammatone Filter), DAPGF (Differentiated All-Pole GTF), OZGF (One-Zero GTF) and BUTF (Butterworth). Three filterbank parameters, the filter order ( N), the filter quality factor ( Q) and the number of channels ( Ch), and their combinations were tested using objective and subjective metrics. Simulation results show that all filters tested are suitable for CI implementation, but that the choice of Q and N parameter values is crucial. For most conditions, optimal ( N,Q) combinations were within few units away from the combination (2, 4).
Year
DOI
Venue
2014
10.1109/TASLP.2013.2290502
Audio, Speech, and Language Processing, IEEE/ACM Transactions  
Keywords
Field
DocType
Q-factor,channel bank filters,cochlear implants,vocoders,BUTF filter,Butterworth,CI hearing,DAPGF,OZGF,channel number,cochlear implant filterbank design,differentiated all-pole GTF,essential processing step,filter order,filter quality factor,filter test,filterbank architectures,filterbank parameters,frequency analysis,gammatone filter,hearing function,one-zero GTF,optimal combination,profoundly-deaf patients,speech intelligibility,tone-excited vocoder,Cochlear implants,filter transfer functions,speech,vocoders
Q factor,Pattern recognition,Computer science,Filter bank,Speech recognition,Cochlear implant,Artificial intelligence,Gammatone filter,Frequency analysis,Filter design,Intelligibility (communication)
Journal
Volume
Issue
ISSN
22
2
2329-9290
Citations 
PageRank 
References 
0
0.34
6
Authors
4
Name
Order
Citations
PageRank
Stefano Cosentino1162.71
Tiago H. Falk252565.20
David McAlpine383.07
Torsten Marquardt482.14