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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9588355 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT wujisguleng themongolianvowelacousticmodelbasedontheclusteringalgorithm AT wujisguleng mongolianvowelacousticmodelbasedontheclusteringalgorithm |