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Speech formant frequency estimation f evaluating a nonstationary analysis method

机译:评估非平稳分析方法的语音共振峰频率估计

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The objective of this paper is to critically evaluate the performance of a nonstationary analysis method in tracking speech formant frequencies as they change with time due to the natural variations in the vocal-tract system during speech production. The method of instantaneous frequency estimation is applied to the tracking of speech formant frequencies to observe the time variations in the vocal-tract system characteristics within a pitch period. An implementation of an instantaneous frequency estimator based on the source--filter model of speech production is described for voiced speech formants. Based on experimental results from simulated as well as natural speech data, it is shown that the accuracy of the frequency estimates is heavily dependent on the nature of the glottal excitation waveform, the fundamental frequency and the frequency spacing of the formants in the speech signal. The choice of various analysis parameters on the accuracy of the estimates is discussed. It is shown that only when the formants are well separated and there are distinct regions of the glottal cycle in which the source excitation can be considered to be negligible, does the instantaneous frequency estimate accurately represent the actual formant frequency. Experimental results on natural speech vowels which show differences in formant frequencies in the different phases of the glottal cycle are presented.
机译:本文的目的是严格评估非平稳分析方法在跟踪语音共振峰频率时的性能,这些频率由于语音生成过程中声道系统的自然变化而随时间变化。瞬时频率估计的方法应用于语音共振峰频率的跟踪,以观察音调周期内声道系统特性的时间变化。描述了基于语音产生的源-滤波器模型的瞬时频率估计器的实现,用于有声语音共振峰。根据模拟和自然语音数据的实验结果表明,频率估计的准确性很大程度上取决于声门激励波形的性质,语音信号中共振峰的基本频率和频率间隔。讨论了各种分析参数对估计准确性的选择。结果表明,只有当共振峰被很好地分开并且在声门周期的不同区域中可以认为源激励可以忽略不计时,瞬时频率估计才能准确地代表实际共振峰频率。给出了自然语音元音的实验结果,该自然语音元音显示了声门周期不同阶段共振峰频率的差异。

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