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Objective determination of vowel intelligibility of a cochlear implant model

Dissertation (ME)--University of Pretoria, 2009.

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Other Authors: Hanekom, J.J. (Johannes Jurgens)
Format: Thesis
Published: University of Pretoria 2013
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access_status_str Open Access
author2 Hanekom, J.J. (Johannes Jurgens)
author_browse Hanekom, J.J. (Johannes Jurgens)
author_facet Hanekom, J.J. (Johannes Jurgens)
collection Thesis
dc_rights_str_mv © University of Pretoria 2008
description Dissertation (ME)--University of Pretoria, 2009.
format Thesis
id oai:repository.up.ac.za:2263/23021
institution University of Pretoria (South Africa)
last_indexed 2026-06-10T12:38:08.659Z
license_str Other — see source repository
provenance_str_mv Harvested via OAI-PMH from UPSpace — University of Pretoria Institutional Repository
publishDate 2013
publishDateRange 2013
publishDateSort 2013
publisher University of Pretoria
publisherStr University of Pretoria
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source_str UPSpace — University of Pretoria Institutional Repository
spelling oai:repository.up.ac.za:2263/23021 Objective determination of vowel intelligibility of a cochlear implant model Hanekom, J.J. (Johannes Jurgens) joesopa@gmail.com Van Zyl, Jan Louis Objective speech intelligibility model Cochlear implant Speech intelligibility Acoustic model Acoustic analysis Confusion matrix Objective speech perception model UCTD Dissertation (ME)--University of Pretoria, 2009. The goal of this study was to investigate the methodology in designing a vowel intelligibility model that can objectively predict the outcome of a vowel confusion test performed with normal hearing individuals listening to a cochlear implant acoustic model. The model attempts to mimic vowel perception of a cochlear implantee mathematically. The output of the model is the calculated probability of correct identification of vowel tokens and the probability of specific vowel confusions in a subjective vowel confusion test. In such a manner, the model can be used to aid cochlear implant research by complementing subjective listening tests. The model may also be used to test hypotheses concerning the use and relationship of acoustic cues in vowel identification. The objective vowel intelligibility model consists of two parts: the speech processing component (used to extract the acoustic cues which allow vowels to be identified) and the decision component (simulation of the decision making that takes place in the brain). Acoustic cues were extracted from the vowel sounds and used to calculate probabilities of identifying or confusing specific vowels. The confusion matrices produces by the objective vowel perception model were compared with results from subjective tests performed with normal hearing listeners listening to an acoustic cochlear implant model. The most frequent confusions could be predicted using the first two formant frequencies and the vowel duration as acoustic cues. The model could predict the deterioration of vowel recognition when noise was added to the speech being evaluated. The model provided a first approximation of vowel intelligibility and requires further4 development to completely predict speech perception of cochlear implantees. Electrical, Electronic and Computer Engineering unrestricted 2013-09-06T14:22:36Z 2009-06-18 2013-09-06T14:22:36Z 2009-04-23 2009-06-18 2009-03-08 Dissertation Van Zyl, J 2008, Objective determination of vowel intelligibility of a Cochlear implant model, MEng dissertation, University of Pretoria, Pretoria, viewed yymmdd < http://hdl.handle.net/2263/23021 > C187/gm http://hdl.handle.net/2263/23021 http://upetd.up.ac.za/thesis/available/etd-03082009-174318/ © University of Pretoria 2008 application/pdf University of Pretoria
spellingShingle Objective speech intelligibility model
Cochlear implant
Speech intelligibility
Acoustic model
Acoustic analysis
Confusion matrix
Objective speech perception model
UCTD
Objective determination of vowel intelligibility of a cochlear implant model
title Objective determination of vowel intelligibility of a cochlear implant model
title_full Objective determination of vowel intelligibility of a cochlear implant model
title_fullStr Objective determination of vowel intelligibility of a cochlear implant model
title_full_unstemmed Objective determination of vowel intelligibility of a cochlear implant model
title_short Objective determination of vowel intelligibility of a cochlear implant model
title_sort objective determination of vowel intelligibility of a cochlear implant model
topic Objective speech intelligibility model
Cochlear implant
Speech intelligibility
Acoustic model
Acoustic analysis
Confusion matrix
Objective speech perception model
UCTD
url http://hdl.handle.net/2263/23021
http://upetd.up.ac.za/thesis/available/etd-03082009-174318/