DocumentCode
104257
Title
Analysis of Vocal Tract Constrictions using Zero Frequency Filtering
Author
Sarma, Biswajit Dev ; Prasanna, S.R.M.
Author_Institution
Dept. of Electron. & Electr. Eng., Indian Inst. of Technol. Guwahati, Guwahati, India
Volume
21
Issue
12
fYear
2014
fDate
Dec. 2014
Firstpage
1481
Lastpage
1485
Abstract
This work proposes evidence using zero frequency filtering (ZFF) that gives an approximate measure of vocal tract constriction in terms of the low frequency component present in the speech signal. The vocal tract is completely closed in the case of voice bars and nasals and is wide open for low vowels. Intermediate cases are for high vowels, semivowels, laterals, voiced fricatives and other sounds. Vocal tract constriction affects the spectrum by reducing the first formant and attenuating the amplitude of the spectrum. The attenuation is relatively high in higher frequencies resulting in an increase in the low frequency component. The proposed method exploits the sinusoid like nature of ZFF signal (ZFFS) to obtain the evidence. Epoch synchronous analysis is performed and the ZFFS between successive epochs is compared with the corresponding speech segment using a cosine kernel. The low frequency dominant voiced regions match closely with ZFFS as compared to other regions and hence give higher value. This evidence when used as a feature gives relatively higher performance for the constricted phones in an HMM-based phoneme recognizer.
Keywords
filtering theory; hidden Markov models; speech processing; HMM based phoneme recognizer; ZFF signal; ZFFS; epoch synchronous analysis; high vowels; laterals; low frequency component; nasals; semivowels; speech signal; vocal tract constriction analysis; voice bars; voiced fricatives; zero frequency filtering; Bars; Filtering; Frequency measurement; Kernel; Market research; Resonant frequency; Speech; Dominant low frequency region; VTC; ZFFS; epoch synchronous analysis;
fLanguage
English
Journal_Title
Signal Processing Letters, IEEE
Publisher
ieee
ISSN
1070-9908
Type
jour
DOI
10.1109/LSP.2014.2341645
Filename
6861966
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