Title :
Estimation of vocal tract parameters for the classification of speech under stress
Author :
Xiao Yao ; Jitsuhiro, Takatoshi ; Miyajima, Chiyomi ; Kitaoka, Norihide ; Takeda, Kenji
Author_Institution :
Grad. Sch. of Inf. Sci., Nagoya Univ., Nagoya, Japan
Abstract :
In this work, we propose a method for the classification of speech under stress that is based on a physical model. Using this method, the characteristics of the vocal folds and the vocal tract are taken into consideration, based on the process of speech production. In addition to vocal fold parameters, we estimate parameters of the vocal tract representing cross-sectional areas and vocal tract length, by fitting a two-mass model to real speech. Results show that calculation of vocal tract length for each speaker can improve the accuracy of the estimation of other physical parameters. Analysis is performed under vowel-dependent and vowel-independent conditions, showing that the proposed physical features are effective for the classification of neutral and stressed speech.
Keywords :
parameter estimation; speech processing; cross-sectional areas; neutral speech classification; physical model; speech production; stressed speech classification; two-mass model; vocal fold parameters; vocal tract length; vocal tract parameter estimation; vowel-dependent conditions; vowel-independent conditions; Acoustics; Estimation; Fitting; Mathematical model; Speech; Speech processing; Stress; physical parameters; speech under stress; two-mass model; vocal tract length;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6639127