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Electroglottograph as an additional source of information in isolated word recognition

机译:电描记器作为孤立单词识别中的附加信息源

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Traditionally, speech recognition systems use only the acoustic speech signal (speech). However, the source of the signal and the way speech is produced and whether this information can aid in speech recognition needs to be investigated. The objective of this study was to assess the contribution of using the electroglottograph (EGG) as an additional source of information along with speech in an isolated word recognition system. The vocabulary consisted of 64 words, ranging from mono-syllabic words to words with four syllables. Two fully connected artificial neural networks were designed. One network (speech network) used only speech as its source of information. The other network (speech+EGG network) used EGG along with the acoustic speech signal as its source of information. The speech network had a peak recognition rate of 94.37%. The speech+EGG network had a peak recognition rate of 99.37%. Hence, the information provided by the EGG improved the performance of the speech recognition system by 5%.
机译:传统上,语音识别系统仅使用声音语音信号(语音)。但是,需要研究信号的来源和产生语音的方式,以及该信息是否可以帮助语音识别。这项研究的目的是评估在孤立的单词识别系统中,使用电描记器(EGG)作为语音的附加信息来源的贡献。该词汇表由64个单词组成,范围从单音节单词到带有四个音节的单词。设计了两个完全连接的人工神经网络。一个网络(语音网络)仅使用语音作为其信息源。另一个网络(语音+ EGG网络)将EGG与语音信号一起用作其信息源。语音网络的峰值识别率为94.37%。语音+ EGG网络的峰值识别率为99.37%。因此,EGG提供的信息将语音识别系统的性能提高了5%。

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