DocumentCode :
3178972
Title :
Spectral zero-crossings: Localization properties and application to epoch extraction in speech signals
Author :
Shenoy, Ravi R. ; Seelamantula, Chandra Sekhar
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Sci., Bangalore, India
fYear :
2012
fDate :
22-25 July 2012
Firstpage :
1
Lastpage :
5
Abstract :
We analyze the spectral zero-crossing rate (SZCR) properties of transient signals and show that SZCR contains accurate localization information about the transient. For a train of pulses containing transient events, the SZCR computed on a sliding window basis is useful in locating the impulse locations accurately. We present the properties of SZCR on standard stylized signal models and then show how it may be used to estimate the epochs in speech signals. We also present comparisons with some state-of-the-art techniques that are based on the group-delay function. Experiments on real speech show that the proposed SZCR technique is better than other group-delay-based epoch detectors. In the presence of noise, a comparison with the zero-frequency filtering technique (ZFF) and Dynamic programming projected Phase-Slope Algorithm (DYPSA) showed that performance of the SZCR technique is better than DYPSA and inferior to that of ZFF. For highpass-filtered speech, where ZFF performance suffers drastically, the identification rates of SZCR are better than those of DYPSA.
Keywords :
delays; dynamic programming; estimation theory; high-pass filters; speech processing; DYPSA; SZCR property; ZFF technique; dynamic programming projected phase-slope algorithm; group-delay-based epoch detector function; highpass-filtered speech; impulse location; localization information property; sliding window basis; spectral zero-crossing rate property; speech signal epoch estimation; speech signal epoch extraction; standard stylized signal model; transient signal; zero-frequency filtering technique; Delay; Dynamic programming; Robustness; Signal to noise ratio; Speech; Transient analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Communications (SPCOM), 2012 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4673-2013-9
Type :
conf
DOI :
10.1109/SPCOM.2012.6290218
Filename :
6290218
Link To Document :
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