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Voice comparison between smokers and non-smokers using HMM speech recognition system

机译:使用HMM语音识别系统在吸烟者和非吸烟者之间进行语音比较

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摘要

Automatic speech recognition is a technology that allows a computer to transcribe in real time spoken words into readable text. In this work an HMM automatic speech recognition system was created to detect smoker speaker. This research project is carried out using Amazigh language for comparison of the voice of normal persons to smokers one. To achieve this goal, two experiments were performed, the first one to test the performance of the system for non-smokers for different parameters. The second experiment concern smokers speakers. The corpus used in this system is collected from two groups of speaker, non-smokers and smokers native Morocan tarifit speakers aged between 25 and 55 years. Our experimental results show that we can use our system to make diagnostic for smoking people and confirm that a speaker is smoker when the observed recognition rate is below 50%.
机译:自动语音识别是一种允许计算机将实时口语单词转录为可读文本的技术。在这项工作中,创建了HMM自动语音识别系统来检测吸烟者。这项研究项目是使用Amazigh语言进行的,用于比较正常人对吸烟者的声音。为了实现此目标,进行了两个实验,第一个实验是针对不同参数的非吸烟者测试系统的性能。第二个实验涉及吸烟者。该系统中使用的语料库是从两组年龄在25至55岁之间的母语,不吸烟者和吸烟者的摩洛哥语tarifit母语者中收集的。我们的实验结果表明,当观察到的识别率低于50%时,我们可以使用我们的系统对吸烟者进行诊断,并确认说话者是吸烟者。

著录项

  • 来源
    《International journal of speech technology》 |2017年第4期|771-777|共7页
  • 作者单位

    Laboratory Computer Science, Image processing and Numerical Analysis, Faculty of Sciences Dhar Mahraz, Sidi Mohammed Ben Abbdallah University, Fez, Morocco,Department of Mathematics and Computer Science Faculty Polydisciplinary of Nador, Mohammed Premier University, 300, Selouane, Nador, Morocco;

    Laboratory Computer Science, Image processing and Numerical Analysis, Faculty of Sciences Dhar Mahraz, Sidi Mohammed Ben Abbdallah University, Fez, Morocco;

    Laboratory Computer Science, Image processing and Numerical Analysis, Faculty of Sciences Dhar Mahraz, Sidi Mohammed Ben Abbdallah University, Fez, Morocco;

    Department of Mathematics and Computer Science Faculty Polydisciplinary of Nador, Mohammed Premier University, 300, Selouane, Nador, Morocco;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Amazigh language; Automatic speech recognition system; GMM; Hidden Markov Model; Smoker effect; Sphinx4; Voice diagnostic;

    机译:阿马齐格语;自动语音识别系统;GMM;隐马尔可夫模型;吸烟效果;Sphinx4;语音诊断;

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