DocumentCode
2179686
Title
Robust speech representation of voiced sounds based on synchrony determination with PLLs
Author
Pelle, Patricia ; Estienne, Claudio ; Franco, Horacio
Author_Institution
Inst. of Biomed. Eng., Univ. of Buenos Aires, Buenos Aires, Argentina
fYear
2011
fDate
22-27 May 2011
Firstpage
5424
Lastpage
5427
Abstract
We propose to include synchrony effects, known to exist in the auditory system, to represent voiced parts of the speech signal in a robust way. The system decomposes the input signal by means of a bandpass filter bank, and utilizes a bank of phase locked loops (PLLs) to obtain information on the frequencies present at a specific time. This information about the frequency distribution is transformed into a spectral-like representation based on synchrony effects. Noisy speech recognition experiments are performed using this synchrony-based spectrum, which is transformed into a small set of coefficients by using a transformation similar to that utilized for mel cepstrum features. We show that recognition performance compared to mel cepstrum features is advantageous, when measured over a range of SNR conditions, especially in the high noise level case.
Keywords
phase locked loops; speech processing; PLL; SNR; mel cepstrum features; phase locked loops; robust speech representation; spectral-like representation; synchrony determination; voiced sounds; Histograms; Noise measurement; Phase locked loops; Robustness; Speech; Time frequency analysis; Voltage-controlled oscillators; PLL; auditory system; noise; robustness; speech features;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5947585
Filename
5947585
Link To Document