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The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm

In order to solve the problem of vowel acoustic modeling in the Mongolian language and provide more scientific core technical support for speech recognition system, a vowel acoustic model based on the clustering algorithm and speech recognition technology was proposed. The language vowel recognition...

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Detalles Bibliográficos
Autor principal: Wujisguleng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9588355/
https://www.ncbi.nlm.nih.gov/pubmed/36285276
http://dx.doi.org/10.1155/2022/1917350
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author Wujisguleng,
author_facet Wujisguleng,
author_sort Wujisguleng,
collection PubMed
description In order to solve the problem of vowel acoustic modeling in the Mongolian language and provide more scientific core technical support for speech recognition system, a vowel acoustic model based on the clustering algorithm and speech recognition technology was proposed. The language vowel recognition system and Mongolian speech recognition system are constructed, the Mongolian vowel acoustic database is mainly designed, and the number of vowel samples is constantly increased to ensure the acoustic and linguistic phenomena that may be encountered in the Mongolian vowel database. At the same time, classification modeling and context modeling are used to improve the accuracy of the acoustic model. Through experiments, it is found that the experimental results of sparse tritones show that the model has the highest recognition accuracy of 45% for sentences and 86% for words, which is more than 2% higher than before, providing some technical support for Mongolian learning and pronunciation.
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spelling pubmed-95883552022-10-24 The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm Wujisguleng, Comput Intell Neurosci Research Article In order to solve the problem of vowel acoustic modeling in the Mongolian language and provide more scientific core technical support for speech recognition system, a vowel acoustic model based on the clustering algorithm and speech recognition technology was proposed. The language vowel recognition system and Mongolian speech recognition system are constructed, the Mongolian vowel acoustic database is mainly designed, and the number of vowel samples is constantly increased to ensure the acoustic and linguistic phenomena that may be encountered in the Mongolian vowel database. At the same time, classification modeling and context modeling are used to improve the accuracy of the acoustic model. Through experiments, it is found that the experimental results of sparse tritones show that the model has the highest recognition accuracy of 45% for sentences and 86% for words, which is more than 2% higher than before, providing some technical support for Mongolian learning and pronunciation. Hindawi 2022-10-15 /pmc/articles/PMC9588355/ /pubmed/36285276 http://dx.doi.org/10.1155/2022/1917350 Text en Copyright © 2022 Wujisguleng. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wujisguleng,
The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm
title The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm
title_full The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm
title_fullStr The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm
title_full_unstemmed The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm
title_short The Mongolian Vowel Acoustic Model Based on the Clustering Algorithm
title_sort mongolian vowel acoustic model based on the clustering algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9588355/
https://www.ncbi.nlm.nih.gov/pubmed/36285276
http://dx.doi.org/10.1155/2022/1917350
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