Double Fourier analysis for Emotion Identification in Voiced Speech

We propose a novel analysis alternative, based on two Fourier Transforms for emotion recognition from speech -- Fourier analysis allows for display and synthesizes different signals, in terms of power spectral density distributions -- A spectrogram of the voice signal is obtained performing a short...

Full description

Autores:
Sierra-Sosa, D
Bastidas, M
Ortiz P., D.
Quintero, O.L.
Sierra-Sosa, D
Bastidas, M
Ortiz P., D.
Quintero, O.L.
Tipo de recurso:
Fecha de publicación:
2016
Institución:
Universidad EAFIT
Repositorio:
Repositorio EAFIT
Idioma:
eng
OAI Identifier:
oai:repository.eafit.edu.co:10784/8375
Acceso en línea:
http://hdl.handle.net/10784/8375
Palabra clave:
Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
ANÁLISIS ESPECTRAL
ANÁLISIS DE FOURIER
PROCESAMIENTO DE SEÑALES
SISTEMAS DE PROCESAMIENTO DE LA VOZ
TRANSFORMACIONES (MATEMÁTICAS)
PRINCIPIO DE INCERTIDUMBRE DE HEISENBERG
Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
Rights
License
Acceso abierto
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spelling 20162016-05-11T20:44:10Z20162016-05-11T20:44:10Z1742-6596http://hdl.handle.net/10784/837510.1088/1742-6596/705/1/012035We propose a novel analysis alternative, based on two Fourier Transforms for emotion recognition from speech -- Fourier analysis allows for display and synthesizes different signals, in terms of power spectral density distributions -- A spectrogram of the voice signal is obtained performing a short time Fourier Transform with Gaussian windows, this spectrogram portraits frequency related features, such as vocal tract resonances and quasi-periodic excitations during voiced sounds -- Emotions induce such characteristics in speech, which become apparent in spectrogram time-frequency distributions -- Later, the signal time-frequency representation from spectrogram is considered an image, and processed through a 2-dimensional Fourier Transform in order to perform the spatial Fourier analysis from it -- Finally features related with emotions in voiced speech are extracted and presented20th Argentinean Bioengineering Society Congress, SABI 2015 (XX Congreso Argentino de Bioingeniería y IX Jornadas de Ingeniería Clínica)28–30 October 2015, San Nicolás de los Arroyos, Argentinaapplication/pdfengIOP PublishingJournal of Physics: Conference Series; Vol. 705, Núm. 1 (2016); pp.9http://dx.doi.org/10.1088/1742-6596/705/1/012035http://dx.doi.org/10.1088/1742-6596/705/1/012035Journal of Physics: Conference SeriesTransformadas de WaveletProcesamiento digital de vozMorfología matemáticaANÁLISIS ESPECTRALANÁLISIS DE FOURIERPROCESAMIENTO DE SEÑALESSISTEMAS DE PROCESAMIENTO DE LA VOZTRANSFORMACIONES (MATEMÁTICAS)PRINCIPIO DE INCERTIDUMBRE DE HEISENBERGSpectrum analysisFourier analysisSignal processingSpeech processing systemsTransformations (mathematics)Heisenberg uncertainty principleSpectrum analysisFourier analysisSignal processingSpeech processing systemsTransformations (mathematics)Heisenberg uncertainty principleTransformadas de WaveletProcesamiento digital de vozMorfología matemáticaDouble Fourier analysis for Emotion Identification in Voiced Speechinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionarticlearticleinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionpublishedVersionArtículohttp://purl.org/coar/version/c_970fb48d4fbd8a85http://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1Acceso abiertoCreative Commons Attribution 3.0 licence (CC BY 3.0)http://purl.org/coar/access_right/c_abf2Universidad EAFIT. Escuela de Cienciasdsierras@eafit.edu.coSierra-Sosa, DBastidas, MOrtiz P., D.Quintero, O.L.Sierra-Sosa, DBastidas, MOrtiz P., D.Quintero, O.L.Mathematical Modeling Research Group, GRIMMAT, School of Sciences, Universidad EAFIT, Medellín, ColombiaModelado MatemáticoJournal of Physics: Conference Series705116ORIGINALJPCS_705_1_012035.pdfJPCS_705_1_012035.pdfapplication/pdf1864022https://repository.eafit.edu.co/bitstreams/3691444f-732a-4ead-9e06-0b5d3b5c744f/downloada6c46a7af5903931a2874ede3b807036MD5110784/8375oai:repository.eafit.edu.co:10784/83752022-08-26 09:42:38.67open.accesshttps://repository.eafit.edu.coRepositorio Institucional Universidad EAFITrepositorio@eafit.edu.co
dc.title.eng.fl_str_mv Double Fourier analysis for Emotion Identification in Voiced Speech
title Double Fourier analysis for Emotion Identification in Voiced Speech
spellingShingle Double Fourier analysis for Emotion Identification in Voiced Speech
Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
ANÁLISIS ESPECTRAL
ANÁLISIS DE FOURIER
PROCESAMIENTO DE SEÑALES
SISTEMAS DE PROCESAMIENTO DE LA VOZ
TRANSFORMACIONES (MATEMÁTICAS)
PRINCIPIO DE INCERTIDUMBRE DE HEISENBERG
Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
title_short Double Fourier analysis for Emotion Identification in Voiced Speech
title_full Double Fourier analysis for Emotion Identification in Voiced Speech
title_fullStr Double Fourier analysis for Emotion Identification in Voiced Speech
title_full_unstemmed Double Fourier analysis for Emotion Identification in Voiced Speech
title_sort Double Fourier analysis for Emotion Identification in Voiced Speech
dc.creator.fl_str_mv Sierra-Sosa, D
Bastidas, M
Ortiz P., D.
Quintero, O.L.
Sierra-Sosa, D
Bastidas, M
Ortiz P., D.
Quintero, O.L.
dc.contributor.department.spa.fl_str_mv Universidad EAFIT. Escuela de Ciencias
dc.contributor.eafitauthor.none.fl_str_mv dsierras@eafit.edu.co
dc.contributor.author.spa.fl_str_mv Sierra-Sosa, D
Bastidas, M
Ortiz P., D.
Quintero, O.L.
dc.contributor.author.none.fl_str_mv Sierra-Sosa, D
Bastidas, M
Ortiz P., D.
Quintero, O.L.
dc.contributor.affiliation.spa.fl_str_mv Mathematical Modeling Research Group, GRIMMAT, School of Sciences, Universidad EAFIT, Medellín, Colombia
dc.contributor.researchgroup.spa.fl_str_mv Modelado Matemático
dc.subject.none.fl_str_mv Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
topic Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
ANÁLISIS ESPECTRAL
ANÁLISIS DE FOURIER
PROCESAMIENTO DE SEÑALES
SISTEMAS DE PROCESAMIENTO DE LA VOZ
TRANSFORMACIONES (MATEMÁTICAS)
PRINCIPIO DE INCERTIDUMBRE DE HEISENBERG
Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
dc.subject.lemb.none.fl_str_mv ANÁLISIS ESPECTRAL
ANÁLISIS DE FOURIER
PROCESAMIENTO DE SEÑALES
SISTEMAS DE PROCESAMIENTO DE LA VOZ
TRANSFORMACIONES (MATEMÁTICAS)
PRINCIPIO DE INCERTIDUMBRE DE HEISENBERG
dc.subject.keyword.none.fl_str_mv Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
dc.subject.keyword.eng.fl_str_mv Spectrum analysis
Fourier analysis
Signal processing
Speech processing systems
Transformations (mathematics)
Heisenberg uncertainty principle
dc.subject.keyword.spa.fl_str_mv Transformadas de Wavelet
Procesamiento digital de voz
Morfología matemática
description We propose a novel analysis alternative, based on two Fourier Transforms for emotion recognition from speech -- Fourier analysis allows for display and synthesizes different signals, in terms of power spectral density distributions -- A spectrogram of the voice signal is obtained performing a short time Fourier Transform with Gaussian windows, this spectrogram portraits frequency related features, such as vocal tract resonances and quasi-periodic excitations during voiced sounds -- Emotions induce such characteristics in speech, which become apparent in spectrogram time-frequency distributions -- Later, the signal time-frequency representation from spectrogram is considered an image, and processed through a 2-dimensional Fourier Transform in order to perform the spatial Fourier analysis from it -- Finally features related with emotions in voiced speech are extracted and presented
publishDate 2016
dc.date.available.none.fl_str_mv 2016-05-11T20:44:10Z
dc.date.issued.none.fl_str_mv 2016
dc.date.accessioned.none.fl_str_mv 2016-05-11T20:44:10Z
dc.date.none.fl_str_mv 2016
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
article
dc.type.eng.fl_str_mv article
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
publishedVersion
dc.type.coarversion.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.coar.fl_str_mv http://purl.org/coar/resource_type/c_6501
http://purl.org/coar/resource_type/c_2df8fbb1
dc.type.local.spa.fl_str_mv Artículo
status_str publishedVersion
dc.identifier.issn.none.fl_str_mv 1742-6596
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10784/8375
dc.identifier.doi.none.fl_str_mv 10.1088/1742-6596/705/1/012035
identifier_str_mv 1742-6596
10.1088/1742-6596/705/1/012035
url http://hdl.handle.net/10784/8375
dc.language.iso.eng.fl_str_mv eng
language eng
dc.relation.ispartof.spa.fl_str_mv Journal of Physics: Conference Series; Vol. 705, Núm. 1 (2016); pp.9
dc.relation.isversionof.none.fl_str_mv http://dx.doi.org/10.1088/1742-6596/705/1/012035
dc.relation.uri.none.fl_str_mv http://dx.doi.org/10.1088/1742-6596/705/1/012035
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.rights.local.spa.fl_str_mv Acceso abierto
dc.rights.license.eng.fl_str_mv Creative Commons Attribution 3.0 licence (CC BY 3.0)
rights_invalid_str_mv Acceso abierto
Creative Commons Attribution 3.0 licence (CC BY 3.0)
http://purl.org/coar/access_right/c_abf2
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv IOP Publishing
publisher.none.fl_str_mv IOP Publishing
dc.source.none.fl_str_mv Journal of Physics: Conference Series
institution Universidad EAFIT
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