Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech Recognition

This paper presents experimental results on whispered speech recognition based on Teager Energy Operator for linear and mel cepstral coefficients including the Cepstral Mean Subtraction normalization technique. The feature vectors taken into consideration are Linear Frequency Cepstral Coefficients,...

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Main Authors: Branko R MARKOVIĆ, Jovan GALIĆ, Miomir MIJIĆ
Format: Article
Language:English
Published: Institute of Fundamental Technological Research Polish Academy of Sciences 2018-01-01
Series:Archives of Acoustics
Subjects:
Online Access:https://acoustics.ippt.pan.pl/index.php/aa/article/view/1996
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author Branko R MARKOVIĆ
Jovan GALIĆ
Miomir MIJIĆ
author_facet Branko R MARKOVIĆ
Jovan GALIĆ
Miomir MIJIĆ
author_sort Branko R MARKOVIĆ
collection DOAJ
description This paper presents experimental results on whispered speech recognition based on Teager Energy Operator for linear and mel cepstral coefficients including the Cepstral Mean Subtraction normalization technique. The feature vectors taken into consideration are Linear Frequency Cepstral Coefficients, Teager Energy based Linear Frequency Cepstral Coefficients, Mel Frequency Cepstral Coefficients and Teager Energy based Mel Frequency Cepstral Coefficients. A speaker dependent scenario is used. For the recognition process, Dynamic Time Warping and Hidden Markov Models methods are applied. Results show a respectable improvement in whispered speech recognition as achieved by using the Teager Energy Operator with Cepstral Mean Subtraction.
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institution DOAJ
issn 0137-5075
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language English
publishDate 2018-01-01
publisher Institute of Fundamental Technological Research Polish Academy of Sciences
record_format Article
series Archives of Acoustics
spelling doaj-art-e66a517b01394c0f895c9f441ecdb4f92025-08-20T03:19:07ZengInstitute of Fundamental Technological Research Polish Academy of SciencesArchives of Acoustics0137-50752300-262X2018-01-0143110.24425/118075Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech RecognitionBranko R MARKOVIĆ0Jovan GALIĆ1Miomir MIJIĆ2School of Electrical EngineeringSchool of Electrical EngineeringSchool of Electrical EngineeringThis paper presents experimental results on whispered speech recognition based on Teager Energy Operator for linear and mel cepstral coefficients including the Cepstral Mean Subtraction normalization technique. The feature vectors taken into consideration are Linear Frequency Cepstral Coefficients, Teager Energy based Linear Frequency Cepstral Coefficients, Mel Frequency Cepstral Coefficients and Teager Energy based Mel Frequency Cepstral Coefficients. A speaker dependent scenario is used. For the recognition process, Dynamic Time Warping and Hidden Markov Models methods are applied. Results show a respectable improvement in whispered speech recognition as achieved by using the Teager Energy Operator with Cepstral Mean Subtraction.https://acoustics.ippt.pan.pl/index.php/aa/article/view/1996Teager energy operatorcepstral mean subtractionwhispered speech recognitionlinear scalemel scaledynamic time warping
spellingShingle Branko R MARKOVIĆ
Jovan GALIĆ
Miomir MIJIĆ
Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech Recognition
Archives of Acoustics
Teager energy operator
cepstral mean subtraction
whispered speech recognition
linear scale
mel scale
dynamic time warping
title Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech Recognition
title_full Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech Recognition
title_fullStr Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech Recognition
title_full_unstemmed Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech Recognition
title_short Application of Teager Energy Operator on Linear and Mel Scales for Whispered Speech Recognition
title_sort application of teager energy operator on linear and mel scales for whispered speech recognition
topic Teager energy operator
cepstral mean subtraction
whispered speech recognition
linear scale
mel scale
dynamic time warping
url https://acoustics.ippt.pan.pl/index.php/aa/article/view/1996
work_keys_str_mv AT brankormarkovic applicationofteagerenergyoperatoronlinearandmelscalesforwhisperedspeechrecognition
AT jovangalic applicationofteagerenergyoperatoronlinearandmelscalesforwhisperedspeechrecognition
AT miomirmijic applicationofteagerenergyoperatoronlinearandmelscalesforwhisperedspeechrecognition