Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in Children

A novel concept for acoustic data acquisition for computer-aided diagnosis of a common speech disorder (sigmatism) is presented in this paper. We designed and built a data acquisition device enabling repeatable speech signal acquisition in up to fifteen spatially-organized acoustic channels. The sys...

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Main Authors: Michal Krecichwost, Zuzanna Miodonska, Joanna Trzaskalik, Pawel Badura
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9097864/
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spelling doaj-2c4cf08316bd4e06b7acb686350d377b2021-03-30T02:15:46ZengIEEEIEEE Access2169-35362020-01-018986479865810.1109/ACCESS.2020.29964139097864Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in ChildrenMichal Krecichwost0Zuzanna Miodonska1Joanna Trzaskalik2Pawel Badura3https://orcid.org/0000-0002-3941-4927Faculty of Biomedical Engineering, Silesian University of Technology, Zabrze, PolandFaculty of Biomedical Engineering, Silesian University of Technology, Zabrze, PolandFaculty of Education, Institute of Educational Sciences, Jesuit University Ignatianum in Krakow, Kraków, PolandFaculty of Biomedical Engineering, Silesian University of Technology, Zabrze, PolandA novel concept for acoustic data acquisition for computer-aided diagnosis of a common speech disorder (sigmatism) is presented in this paper. We designed and built a data acquisition device enabling repeatable speech signal acquisition in up to fifteen spatially-organized acoustic channels. The system is safe, non-invasive, comfortable, visually attractive to the user, and does not affect the articulation process. It is easy and convenient to use and transport and does not require a specialized measuring room. We collected a large speech corpus containing speech samples from 107 children aged five or six. The data were acquired according to a dedicated protocol. They consisted of multichannel acoustic recordings of selected words containing sibilants and diagnostic descriptions of articulatory features prepared by speech therapy experts. The data acquisition device was examined for responses and repeatability of individual microphones in the presence of various synthetic and human-generated acoustic stimuli. Then, it was verified for its ability to indicate distinctive patterns in spatial energy distribution in different realizations of two sibilants: /s/, /∫/ in three pronunciation categories each, based on collected speech-articulation corpus. The results confirm that a multichannel speech signal can be successfully employed for the analysis of the spatial distribution of airflow during normative or pathological realization of sibilant sounds in children. The method is promising for comprehensive analysis of articulatory features, which follows new trends in the description of speech disorders; such an approach was not employed in speech diagnosis or therapy so far.https://ieeexplore.ieee.org/document/9097864/Acoustic data acquisitionacoustic signal processingcomputer-aided speech diagnosismultichannel acoustic signalsigmatismspeech analysis
collection DOAJ
language English
format Article
sources DOAJ
author Michal Krecichwost
Zuzanna Miodonska
Joanna Trzaskalik
Pawel Badura
spellingShingle Michal Krecichwost
Zuzanna Miodonska
Joanna Trzaskalik
Pawel Badura
Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in Children
IEEE Access
Acoustic data acquisition
acoustic signal processing
computer-aided speech diagnosis
multichannel acoustic signal
sigmatism
speech analysis
author_facet Michal Krecichwost
Zuzanna Miodonska
Joanna Trzaskalik
Pawel Badura
author_sort Michal Krecichwost
title Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in Children
title_short Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in Children
title_full Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in Children
title_fullStr Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in Children
title_full_unstemmed Multichannel Speech Acquisition and Analysis for Computer-Aided Sigmatism Diagnosis in Children
title_sort multichannel speech acquisition and analysis for computer-aided sigmatism diagnosis in children
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description A novel concept for acoustic data acquisition for computer-aided diagnosis of a common speech disorder (sigmatism) is presented in this paper. We designed and built a data acquisition device enabling repeatable speech signal acquisition in up to fifteen spatially-organized acoustic channels. The system is safe, non-invasive, comfortable, visually attractive to the user, and does not affect the articulation process. It is easy and convenient to use and transport and does not require a specialized measuring room. We collected a large speech corpus containing speech samples from 107 children aged five or six. The data were acquired according to a dedicated protocol. They consisted of multichannel acoustic recordings of selected words containing sibilants and diagnostic descriptions of articulatory features prepared by speech therapy experts. The data acquisition device was examined for responses and repeatability of individual microphones in the presence of various synthetic and human-generated acoustic stimuli. Then, it was verified for its ability to indicate distinctive patterns in spatial energy distribution in different realizations of two sibilants: /s/, /∫/ in three pronunciation categories each, based on collected speech-articulation corpus. The results confirm that a multichannel speech signal can be successfully employed for the analysis of the spatial distribution of airflow during normative or pathological realization of sibilant sounds in children. The method is promising for comprehensive analysis of articulatory features, which follows new trends in the description of speech disorders; such an approach was not employed in speech diagnosis or therapy so far.
topic Acoustic data acquisition
acoustic signal processing
computer-aided speech diagnosis
multichannel acoustic signal
sigmatism
speech analysis
url https://ieeexplore.ieee.org/document/9097864/
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