Processing group delay spectrograms for study of formant and harmonic contours in speech signals

This paper deals with study of formant and harmonic contours by processing the group delay (GD) spectrograms of speech signals. The GD spectrum is the negative derivative of the phase spectrum with respect to frequency. Recent study shows that the GD spectrogram can be obtained without phase wrapping. Formant frequency contours can be observed in the display of the peaks of the instantaneous wideband equivalent GD spectrogram, derived using the modified single frequency filtering (SFF) analysis of speech signals. Harmonic frequency contours can be observed in the display of the peaks of the instantaneous narrowband equivalent GD spectrogram, derived using the modified SFF analysis of speech signals. For synthetic speech signals, the observed formant contours match the ground truth formant contours from which the signal is derived. For natural speech signals, the observed formant contours match approximately with the given ground truth formant contours mostly in the voiced regions. The results are illustrated for several randomly selected utterances from the TIMIT database. While this study helps to observe the contours of formants in the display, automatic extraction of the formant frequencies needs further processing, requiring logic for eliminating the spurious points, without forcing the number of formants.

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Publication Details

Journal
The Journal of the Acoustical Society of America
Published
2024-10-01
DOI
https://doi.org/10.1121/10.0032364
Primary Topic
Speech and Audio Processing
Type
article
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article

Processing group delay spectrograms for study of formant and harmonic contours in speech signals

Vishala Pannala, B. Yegnanarayana
The Journal of the Acoustical Society of America
Speech and Audio Processing
article

Processing group delay spectrograms for study of formant and harmonic contours in speech signals

Vishala Pannala, B. Yegnanarayana
article en

Abstract

This paper deals with study of formant and harmonic contours by processing the group delay (GD) spectrograms of speech signals. The GD spectrum is the negative derivative of the phase spectrum with respect to frequency. Recent study shows that the GD spectrogram can be obtained without phase wrapping. Formant frequency contours can be observed in the display of the peaks of the instantaneous wideband equivalent GD spectrogram, derived using the modified single frequency filtering (SFF) analysis of speech signals. Harmonic frequency contours can be observed in the display of the peaks of the instantaneous narrowband equivalent GD spectrogram, derived using the modified SFF analysis of speech signals. For synthetic speech signals, the observed formant contours match the ground truth formant contours from which the signal is derived. For natural speech signals, the observed formant contours match approximately with the given ground truth formant contours mostly in the voiced regions. The results are illustrated for several randomly selected utterances from the TIMIT database. While this study helps to observe the contours of formants in the display, automatic extraction of the formant frequencies needs further processing, requiring logic for eliminating the spurious points, without forcing the number of formants.

The Journal of the Acoustical Society of AmericaVol. 156(4)
International Institute of Information Technology, Hyderabad (IN), Koneru Lakshmaiah Education Foundation (IN)
Openalex Percentile: Top 81%
Speech and Audio Processing
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Processing group delay spectrograms for study of formant and harmonic contours in speech signals — Vishala Pannala, B. Yegnanarayana · The Journal of the Acoustical Society of America (2024) | TGRS Research Map | TGRS