DocumentCode
1749758
Title
A functional articulatory dynamic model for speech production
Author
Lee, Leo J. ; Fieguth, Paul ; Deng, Li
Author_Institution
Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont., Canada
Volume
2
fYear
2001
fDate
2001
Firstpage
797
Abstract
Introduces a statistical speech production model. The model synthesizes natural speech by modeling some key dynamic properties of vocal articulators in a linear/nonlinear state-space framework. The goal-oriented movements of the articulators (tongue tip, tongue dorsum, upper lip, lower lip, and jaw) are described in a linear dynamic state equation. The resulting articulatory trajectories, combined with the effects of the velum and larynx, are nonlinearly mapped into the acoustic feature space (MFCCs). The key challenges in this model are the development of a nonlinear parameter estimation methodology, and the incorporation of appropriate prior assumptions to assert in the articulatory dynamic structure. Such a model can also be directly applied to speech recognition to better account for coarticulation and phonetic reduction phenomena with considerably fewer parameters than HMM based approaches
Keywords
matrix algebra; maximum likelihood estimation; parameter estimation; speech synthesis; state-space methods; acoustic feature space; articulatory trajectories; coarticulation; dynamic properties; functional articulatory dynamic model; jaw; larynx; lower lip; natural speech; nonlinear parameter estimation methodology; phonetic reduction phenomena; speech recognition; state-space framework; statistical speech production model; tongue dorsum; tongue tip; upper lip; velum; vocal articulators; Hidden Markov models; Larynx; Natural languages; Nonlinear acoustics; Nonlinear equations; Parameter estimation; Speech recognition; Speech synthesis; Tongue; Trajectory;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location
Salt Lake City, UT
ISSN
1520-6149
Print_ISBN
0-7803-7041-4
Type
conf
DOI
10.1109/ICASSP.2001.941035
Filename
941035
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