Subglottal Impedance-Based Inverse Filtering of Voiced Sounds Using Neck Surface Acceleration.

Matías Zañartu, Julio C Ho, Daryush D Mehta, Robert E Hillman, George R Wodicka
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引用次数: 58

Abstract

A model-based inverse filtering scheme is proposed for an accurate, non-invasive estimation of the aerodynamic source of voiced sounds at the glottis. The approach, referred to as subglottal impedance-based inverse filtering (IBIF), takes as input the signal from a lightweight accelerometer placed on the skin over the extrathoracic trachea and yields estimates of glottal airflow and its time derivative, offering important advantages over traditional methods that deal with the supraglottal vocal tract. The proposed scheme is based on mechano-acoustic impedance representations from a physiologically-based transmission line model and a lumped skin surface representation. A subject-specific calibration protocol is used to account for individual adjustments of subglottal impedance parameters and mechanical properties of the skin. Preliminary results for sustained vowels with various voice qualities show that the subglottal IBIF scheme yields comparable estimates with respect to current aerodynamics-based methods of clinical vocal assessment. A mean absolute error of less than 10% was observed for two glottal airflow measures -maximum flow declination rate and amplitude of the modulation component- that have been associated with the pathophysiology of some common voice disorders caused by faulty and/or abusive patterns of vocal behavior (i.e., vocal hyperfunction). The proposed method further advances the ambulatory assessment of vocal function based on the neck acceleration signal, that previously have been limited to the estimation of phonation duration, loudness, and pitch. Subglottal IBIF is also suitable for other ambulatory applications in speech communication, in which further evaluation is underway.

基于声门下阻抗的颈部表面加速度浊音反滤波。
提出了一种基于模型的反滤波方法,用于准确、无创地估计声门处浊音的气动源。这种方法被称为声门下阻抗反滤波(IBIF),它将放置在胸外气管皮肤上的轻型加速度计的信号作为输入,并产生声门气流及其时间导数的估计,与处理声门上声道的传统方法相比,具有重要的优势。该方案基于基于生理的传输线模型的机械声阻抗表示和集总皮肤表面表示。受试者特定的校准方案用于解释声门下阻抗参数和皮肤机械特性的个别调整。对具有不同音质的持续元音的初步结果表明,声门下IBIF方案与目前基于空气动力学的临床声乐评估方法产生了可比的估计。两项声门气流测量的平均绝对误差小于10%——最大气流衰减率和调制分量的振幅——这与一些由发声行为的错误和/或滥用模式(即发声功能亢进)引起的常见发声障碍的病理生理学有关。该方法进一步推进了基于颈部加速度信号的发声功能动态评估,而之前的评估仅限于发声持续时间、响度和音高的估计。声门下IBIF也适用于语音交流中的其他动态应用,其中进一步的评估正在进行中。
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来源期刊
IEEE Transactions on Audio Speech and Language Processing
IEEE Transactions on Audio Speech and Language Processing 工程技术-工程:电子与电气
自引率
0.00%
发文量
0
审稿时长
24.0 months
期刊介绍: The IEEE Transactions on Audio, Speech and Language Processing covers the sciences, technologies and applications relating to the analysis, coding, enhancement, recognition and synthesis of audio, music, speech and language. In particular, audio processing also covers auditory modeling, acoustic modeling and source separation. Speech processing also covers speech production and perception, adaptation, lexical modeling and speaker recognition. Language processing also covers spoken language understanding, translation, summarization, mining, general language modeling, as well as spoken dialog systems.
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