Title :
Formant estimation of speech signals using subspace-based spectral analysis
Author :
Karabetsos, Sotiris ; Tsiakoulis, Pirros ; Fotinea, Stavroula-Evita ; Dologlou, Ioannis
Author_Institution :
Inst. for Language & Speech Process. (ILSP), Athens, Greece
Abstract :
The objective of this paper is to propose a signal processing scheme that employs subspace-based spectral analysis for the purpose of formant estimation of speech signals. Specifically, the scheme is based on decimative spectral estimation that uses Eigenanalysis and SVD (Singular Value Decomposition). The underlying model assumes a decomposition of the processed signal into complex damped sinusoids. In the case of formant tracking, the algorithm is applied on a small amount of the autocorrelation coefficients of a speech frame. The proposed scheme is evaluated on both artificial and real speech utterances from the TIMIT database. For the first case, comparative results to standard methods are provided which indicate that the proposed methodology successfully estimates formant trajectories.
Keywords :
correlation methods; eigenvalues and eigenfunctions; singular value decomposition; spectral analysis; speech processing; SVD; TIMIT database; artificial speech utterances; autocorrelation coefficients; complex damped sinusoids; decimative spectral estimation; eigenanalysis; formant estimation; formant trajectories; real speech utterances; signal processing scheme; singular value decomposition; speech frame; speech signals; subspace-based spectral analysis; Abstracts; Estimation;
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence