Title :
Investigation on optimum parameters for LPC based vocal tract shape estimation
Author :
Wankhede, Nilashree S. ; Shah, Milind S.
Author_Institution :
Dept. of Electron. & Telecommun., Fr. C. Rodrigues Inst. of Technol., Navi Mumbai, India
Abstract :
Hearing impaired individuals having severe or profound deafness are not able to speak due to the lack of auditory feedback. Commercial speech training aids giving feedback of acoustic and articulatory parameters are available for improving the speech produced by the hearing impaired persons in terms of intonation, stress, pronunciation, and articulation accuracy. Aids based on visual feedback of vocal tract shape are reported to be useful for the improvement in speech production. Investigations for vocal tract shape (VTS) estimation based on LPC analysis of speech, as reported by Wakita, are reported in this paper. In Wakita´s algorithm VTS is obtained by appropriately selecting some of the parameters including vocal tract length, LPC order, and speech sampling rate. The objective of our investigation is to optimize these parameters for realistic estimation of VTS. The results are obtained for recorded vowels from adults as well as children from various age groups. The results for adults are verified based on available magnetic resonance imaging (MRI) data. Due to non-availability of MRI images for VTS of children, validation of our results for children is based on overall growth of vocal tract as reported in the literature and also by comparing with the results from researchers who have used other indirect techniques.
Keywords :
biomedical MRI; handicapped aids; linear predictive coding; signal sampling; speech coding; LPC based vocal tract shape estimation; LPC order; MRI images; hearing impaired individuals; magnetic resonance imaging; speech LPC analysis; speech production; speech sampling rate; visual feedback; vocal tract length; Electron tubes; Estimation; Lips; Magnetic resonance imaging; Maximum likelihood detection; Shape; Speech; Vocal tract shape estimation; optimum parameters; speech training aid;
Conference_Titel :
Emerging Trends in Communication, Control, Signal Processing & Computing Applications (C2SPCA), 2013 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4799-1082-3
DOI :
10.1109/C2SPCA.2013.6749356