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Application of Hidden Markov Models in Speech Command Recognition

机译:隐马尔可夫模型在语音命令识别中的应用

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摘要

In this study,vector quantization and hidden Markov models were used to achieve speech command recognition.Pre-emphasis,a hamming window,and Mel-frequency cepstral coefficients were first adopted to obtain feature values.Subsequently,vector quantization and HMMs(hidden Markov models)were employed to achieve speech command recognition.The recorded speech length was three Chinese characters,which were used to test the method.Five phrases pronounced mixing various human voices were recorded and used to test the models.The recorded phrases were then used for speech command recognition to demonstrate whether the experiment results were satisfactory.
机译:在该研究中,使用矢量量化和隐藏的马尔可夫模型来实现语音命令识别。重点,汉明窗口和汉敏型谱系数首先采用来获得特征值.Sumsement,矢量量化和HMMS(隐藏的马尔可夫模型)受雇于达到言语命令识别。录制的语音长度是三个汉字,用于测试该方法。发出混合各种人类的短语,并用于测试模型。然后将录制的短语用于演讲指挥识别证明实验结果是否令人满意。

著录项

  • 来源
    《机械工程与自动化:英文版》 |2020年第002期|P.41-45|共5页
  • 作者单位

    Department of Computer Science and Information Engineering National University of Kaohsiung Kaohsiung 811 Taiwan R.O.C.;

    Department of Computer Science and Information Engineering National University of Kaohsiung Kaohsiung 811 Taiwan R.O.C.;

    Department of Computer Science and Information Engineering National University of Kaohsiung Kaohsiung 811 Taiwan R.O.C.;

    Department of Computer Science and Information Engineering National University of Kaohsiung Kaohsiung 811 Taiwan R.O.C.;

    Department of Computer Science and Information Engineering National University of Kaohsiung Kaohsiung 811 Taiwan R.O.C.;

    Department of Computer Science and Information Engineering National University of Kaohsiung Kaohsiung 811 Taiwan R.O.C.;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 chi
  • 中图分类 计算技术、计算机技术;
  • 关键词

    HMMs; Mel-frequency cepstral coefficients; speech command recognition; vector quantization;

    机译:HMMS;熔融频率抗搏酸系数;语音命令识别;矢量量化;
  • 入库时间 2022-08-19 04:47:14
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