Velum movement detection based on surface electromyography for speech interface

Detalhes bibliográficos
Autor(a) principal: Freitas, J.
Data de Publicação: 2014
Outros Autores: Teixeira, A., Dias, J., Oliveira, C.
Idioma: eng
Título da fonte: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Texto Completo: http://hdl.handle.net/10071/25542
Resumo: Conventional speech communication systems do not perform well in the absence of an intelligible acoustic signal. Silent Speech Interfaces enable speech communication to take place with speech-handicapped users and in noisy environments. However, since no acoustic signal is available, information on nasality may be absent, which is an important and relevant characteristic of several languages, particularly European Portuguese. In this paper we propose a non-invasive method - surface Electromyography (EMG) electrodes - positioned in the face and neck regions to explore the existence of useful information about the velum movement. The applied procedure takes advantage of Real-Time Magnetic Resonance Imaging (RT-MRI) data, collected from the same speakers, to interpret and validate EMG data. By ensuring compatible scenario conditions and proper alignment between the EMG and RT-MRI data, we are able to estimate when the velum moves and the probable type of movement under a nasality occurrence. Overall results of this experiment revealed interesting and distinct characteristics in the EMG signal when a nasal vowel is uttered and that it is possible to detect velum movement, particularly by sensors positioned below the ear between the mastoid process and the mandible in the upper neck region.
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spelling Velum movement detection based on surface electromyography for speech interfaceNasal Vowels DetectionSurface ElectromyographySilent Speech InterfacesConventional speech communication systems do not perform well in the absence of an intelligible acoustic signal. Silent Speech Interfaces enable speech communication to take place with speech-handicapped users and in noisy environments. However, since no acoustic signal is available, information on nasality may be absent, which is an important and relevant characteristic of several languages, particularly European Portuguese. In this paper we propose a non-invasive method - surface Electromyography (EMG) electrodes - positioned in the face and neck regions to explore the existence of useful information about the velum movement. The applied procedure takes advantage of Real-Time Magnetic Resonance Imaging (RT-MRI) data, collected from the same speakers, to interpret and validate EMG data. By ensuring compatible scenario conditions and proper alignment between the EMG and RT-MRI data, we are able to estimate when the velum moves and the probable type of movement under a nasality occurrence. Overall results of this experiment revealed interesting and distinct characteristics in the EMG signal when a nasal vowel is uttered and that it is possible to detect velum movement, particularly by sensors positioned below the ear between the mastoid process and the mandible in the upper neck region.SciTePress2022-05-25T12:10:19Z2014-01-01T00:00:00Z20142022-06-29T09:42:04Zconference objectinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/10071/25542eng978-989758011-610.5220/0004741100130020Freitas, J.Teixeira, A.Dias, J.Oliveira, C.info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-07-07T03:45:40Zoai:repositorio.iscte-iul.pt:10071/25542Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T18:31:30.315803Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Velum movement detection based on surface electromyography for speech interface
title Velum movement detection based on surface electromyography for speech interface
spellingShingle Velum movement detection based on surface electromyography for speech interface
Freitas, J.
Nasal Vowels Detection
Surface Electromyography
Silent Speech Interfaces
title_short Velum movement detection based on surface electromyography for speech interface
title_full Velum movement detection based on surface electromyography for speech interface
title_fullStr Velum movement detection based on surface electromyography for speech interface
title_full_unstemmed Velum movement detection based on surface electromyography for speech interface
title_sort Velum movement detection based on surface electromyography for speech interface
author Freitas, J.
author_facet Freitas, J.
Teixeira, A.
Dias, J.
Oliveira, C.
author_role author
author2 Teixeira, A.
Dias, J.
Oliveira, C.
author2_role author
author
author
dc.contributor.author.fl_str_mv Freitas, J.
Teixeira, A.
Dias, J.
Oliveira, C.
dc.subject.por.fl_str_mv Nasal Vowels Detection
Surface Electromyography
Silent Speech Interfaces
topic Nasal Vowels Detection
Surface Electromyography
Silent Speech Interfaces
description Conventional speech communication systems do not perform well in the absence of an intelligible acoustic signal. Silent Speech Interfaces enable speech communication to take place with speech-handicapped users and in noisy environments. However, since no acoustic signal is available, information on nasality may be absent, which is an important and relevant characteristic of several languages, particularly European Portuguese. In this paper we propose a non-invasive method - surface Electromyography (EMG) electrodes - positioned in the face and neck regions to explore the existence of useful information about the velum movement. The applied procedure takes advantage of Real-Time Magnetic Resonance Imaging (RT-MRI) data, collected from the same speakers, to interpret and validate EMG data. By ensuring compatible scenario conditions and proper alignment between the EMG and RT-MRI data, we are able to estimate when the velum moves and the probable type of movement under a nasality occurrence. Overall results of this experiment revealed interesting and distinct characteristics in the EMG signal when a nasal vowel is uttered and that it is possible to detect velum movement, particularly by sensors positioned below the ear between the mastoid process and the mandible in the upper neck region.
publishDate 2014
dc.date.none.fl_str_mv 2014-01-01T00:00:00Z
2014
2022-05-25T12:10:19Z
2022-06-29T09:42:04Z
dc.type.driver.fl_str_mv conference object
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10.5220/0004741100130020
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