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A robust method for the estimation of formant frequency modulation in speech signals

机译:一种估计语音信号中共振峰频率调制的可靠方法

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The presence of amplitude and frequency modulations in individual formants of the speech signal was demonstrated using the discrete-time energy separation algorithm (DESA). Formant modulation estimates are valuable to the understanding of speech production, and have found several applications. While the DESA has been successfully applied in tracking the amplitude envelope of formants, the DESA frequency estimator has been relatively unexploited for tracking formant frequency modulation (FM) due to its lack of robustness to conditions commonly occurring in practice. We consider an alternate method of frequency estimation based on the Wigner distribution (WD) and investigate its application to the estimation of formant FM in speech signals. It is shown using simulated and speech signals that the WD estimator can track formant FM with high time resolution under a wider range of conditions and is more robust to additive noise present in the signal than the DESA estimator. Finally the computational complexities of the two methods are compared.
机译:使用离散时间能量分离算法(DESA)演示了语音信号的各个共振峰中振幅和频率调制的存在。共振峰调制估计对于理解语音产生非常有价值,并且已经发现了几种应用。尽管DESA已成功应用于跟踪共振峰的幅度包络,但由于DESA频率估计器对实际中经常出现的条件缺乏鲁棒性,因此相对而言尚未开发出DESA频率估算器用于跟踪共振峰频率调制(FM)。我们考虑一种基于Wigner分布(WD)的频率估计的替代方法,并研究其在语音信号中共振峰FM估计中的应用。使用模拟和语音信号显示,WD估计器可以在更宽的条件范围内以较高的时间分辨率跟踪共振峰FM,并且比DESA估计器对信号中存在的附加噪声更鲁棒。最后,比较了两种方法的计算复杂度。

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