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Processing speech signal using auditory-like filterbank provides least uncertainty about articulatory gestures

机译:使用类似听觉的滤波器组处理语音信号可最大程度地减少发音姿势的不确定性

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摘要

Understanding how the human speech production system is related to the human auditory system has been a perennial subject of inquiry. To investigate the production-perception link, in this paper, a computational analysis has been performed using the articulatory movement data obtained during speech production with concurrently recorded acoustic speech signals from multiple subjects in three different languages: English, Cantonese, and Georgian. The form of articulatory gestures during speech production varies across languages, and this variation is considered to be reflected in the articulatory position and kinematics. The auditory processing of the acoustic speech signal is modeled by a parametric representation of the cochlear filterbank which allows for realizing various candidate filterbank structures by changing the parameter value. Using mathematical communication theory, it is found that the uncertainty about the articulatory gestures in each language is maximally reduced when the acoustic speech signal is represented using the output of a filterbank similar to the empirically established cochlear filterbank in the human auditory system. Possible interpretations of this finding are discussed.
机译:理解人类语音产生系统与人类听觉系统之间的关系一直是研究的常年课题。为了研究生产-感知链接,本文使用语音生产过程中获得的发音运动数据与同时记录的来自多个主题的三种语言(英语,粤语和格鲁吉亚语)的声学语音信号进行了计算分析。语音产生过程中的发音手势形式随语言而变化,并且这种变化被认为反映在发音位置和运动学上。语音信号的听觉处理是通过耳蜗滤波器组的参数表示来建模的,该参数表示允许通过更改参数值来实现各种候选滤波器组结构。使用数学通信理论,发现当使用类似于人类听觉系统中根据经验建立的耳蜗滤波器组的滤波器组的输出来表示语音信号时,可以最大程度地减少每种语言中有关发音手势的不确定性。讨论了这一发现的可能解释。

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