Abstract
In this paper, we propose a new method for accurate detection, estimation and tracking of formants in speech signals using time-varying quasi-closed phase analysis (TVQCP). The proposed method combines two different methods of analysis namely, the time-varying linear prediction (TVLP) and quasiclosed phase (QCP) analysis. TVLP helps in better tracking of formant frequencies by imposing a time-continuity constraint on the linear prediction (LP) coefficients. QCP analysis, a type of weighted LP (WLP), improves the estimation accuracies of the formant frequencies by using a carefully designed weight function on the error signal that is minimized. The QCP weight function emphasizes the closed-phase region of the glottal cycle, and also weights down the regions around the main excitations. This results in reduced coupling of the subglottal cavity and the excitation source. Experimental results on natural speech signals show that the proposed method performs considerably better than the detect-and-track approach used in popular tools like Wavesurfer or Praat.
Original language | English |
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Title of host publication | Proceedings of the Annual Conference of the International Speech Communication Association |
Subtitle of host publication | Interspeech'16, San Francisco, USA, Sept. 8-12, 2016 |
Publisher | International Speech Communication Association (ISCA) |
Pages | 1760-1764 |
Number of pages | 5 |
Volume | 08-12-September-2016 |
ISBN (Electronic) | 978-1-5108-3313-5 |
DOIs | |
Publication status | Published - 2016 |
MoE publication type | A4 Conference publication |
Event | Interspeech - San Francisco, United States Duration: 8 Sept 2016 → 12 Sept 2016 Conference number: 17 |
Publication series
Name | Proceedings of the Annual Conference of the International Speech Communication Association |
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Publisher | International Speech Communication Association |
ISSN (Print) | 1990-9770 |
ISSN (Electronic) | 2308-457X |
Conference
Conference | Interspeech |
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Country/Territory | United States |
City | San Francisco |
Period | 08/09/2016 → 12/09/2016 |
Keywords
- Quasi-closed-phase (QCP) analysis
- Time-varying linear prediction (TVLP)
- Time-varying quasi-closed phase (TVQCP) analysis
- Time-varying weighted linear prediction (TVWLP)
- Weighted linear prediction (WLP)