Assessment of Tracks of Resonance Frequencies of the Vocal Tract

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Abstract

A new method for estimating formant frequency tracks of the vocal tract for arbitrary speech segments is proposed. The method uses the ratio of two Fourier transforms of a speech signal with special exponential-type windows depending on some parameter. This ratio is used for specific points in time and is considered as a function of frequency and parameter. By analyzing, for several parameter values, the distribution of minimum points (in terms of frequency) for the phase of this ratio and/or a similar distribution of extreme points for its amplitude, it is possible to estimate formant frequencies from the peaks of these distributions. A mathematical study is presented that substantiates this approach. A series of numerical experiments were carried out on the processing of synthetic and real speech signals, which confirmed the performance capabilities of the proposed formant evaluation method. In particular, in experiments with synthesized vowels, it was found that the error in estimating their resonance frequencies is small and stable with respect to additive noise up to a signal-to-noise ratio of 5 dB. For real speech, the method makes it possible to calculate the formant frequency tracks for both sounds with vocal excitation and for voiceless fricatives, aspirated plosives, and whispered speech.

About the authors

A. S. Leonov

National Research Nuclear University MEPhI, Moscow, 115409 Russia

Email: vns@iitp.ru
Россия, 115409, Москва, Каширское ш. 31

V. N. Sorokin

Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow, 127051 Russia

Author for correspondence.
Email: vns@iitp.ru
Россия, 127051, Москва, Большой Каретный пер. 19, стр. 1

References

  1. Stevens K.N. Acoustic Phonetics. The MIT Press, 1998.
  2. Sorokin V.N., Leonov A.S., Makarov I.S., Tsyplikhin A.I. Speech inversion and re-synthesis // InterSpeech. 2005. P. 3209–3212.
  3. Сорокин В.Н. Речевые процессы. М.: Народное образование, 2012.
  4. Sreenivas Th., Niederjohn R.J. Zero-crossing based spectral analysis and SVD spectral analysis for formant frequency estimation in noise // IEEE Trans. Signal Processing. 1992. V. 40. № 2. P. 282–293.
  5. Сорокин В.Н., Трифоненков В.П. Об автокорреляционном анализе речевого сигнала // Акуст. журн. 1996. Т. 4. № 3. С. 418–425.
  6. Леонов А.С., Макаров И.С., Сорокин В.Н. Частотные модуляции в речевом сигнале // Акуст. журн. 2009. Т. 55. № 6. С. 809–821.
  7. Vakman D. On the Analytic Signal, the Teager-Kaiser Energy Algorithm, and Other Methods for Defining Amplitude and Frequency // IEEE Trans. Signal Processing. 1996. V. 44. № 4. P. 791–797.
  8. Маркел Дж.Д., Грей А.Х. Линейное предсказание речи. М.: Связь, 1980.
  9. Yegnanarayana B. Formant extraction from linear-prediction phase spectra // J. Acoust. Soc. Am. 1978. V. 63. P. 1638–1640.
  10. Леонов А.С., Сорокин В.Н. Формантный анализ в фазовой области // Информационные процессы. 2021. Т. 21. № 2. С. 125–134.
  11. Сорокин В.Н., Леонов А.С. Фазовые модуляции в речевом сигнале // Акуст. журн. 2022. Т. 68. № 2. С. 218–232.
  12. Raab D.H. Forward and backward masking between acoustic clicks // J. Acoust. Soc. Am. 1961. V. 33. C. 137–139.
  13. Elliot L.L. Backward and forward masking of probe tones of different frequencies // J. Acoust. Soc. Am. 1962. V. 34. P. 1116–1117.
  14. Babkoff H., Sutton S. Monaural temporal masking of transients // J. Acoust. Soc. Am. 1968. V. 44. P. 1373–1378.
  15. Green D.M. Temporal acuity as a function of frequency // J. Acoust. Soc. Am. 1973. V. 54. P. 373–379.
  16. Hermansky H., Morgan N. RASTA processing of speech // IEEE Trans. Speech and Audio Processing. 1994. V. 2. № 4. P. 578–589.
  17. Yegnanarayana B. Group delay spectrogram of speech signals without phase wrapping // J. Acoust. Soc. Am. 2022. V. 151. № 3. P. 2181–2191.
  18. Yegnanarayana B. Analysis of phase derivatives of speech signals // J. Acoust. Soc. Am. 2022. V. 152. № 3. P. 1721–1736.
  19. Сорокин В.Н., Чепелев Д.Н. Первичный анализ речевых сигналов // Акуст. журн. 2005. Т. 51. № 4. С. 536–542.

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Copyright (c) 2023 А.С. Леонов, В.Н. Сорокин