Title :
Spectral Zero-Crossings: Localization Properties and Applications
Author :
Shenoy, Ravi R. ; Seelamantula, Chandra Sekhar
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Sci., Bangalore, India
Abstract :
We present an analysis of the rate of sign changes in the discrete Fourier spectrum of a sequence. The sign changes of either the real or imaginary parts of the spectrum are considered, and the rate of sign changes is termed as the spectral zero-crossing rate (SZCR). We show that SZCR carries information pertaining to the locations of transients within the temporal observation window. We show duality with temporal zero-crossing rate analysis by expressing the spectrum of a signal as a sum of sinusoids with random phases. This extension leads to spectral-domain iterative filtering approaches to stabilize the spectral zero-crossing rate and to improve upon the location estimates. The localization properties are compared with group-delay-based localization metrics in a stylized signal setting well-known in speech processing literature. We show applications to epoch estimation in voiced speech signals using the SZCR on the integrated linear prediction residue. The performance of the SZCR-based epoch localization technique is competitive with the state-of-the-art epoch estimation techniques that are based on average pitch period.
Keywords :
discrete Fourier transforms; duality (mathematics); filtering theory; iterative methods; spectral analysis; speech processing; SZCR-based epoch localization technique; discrete Fourier spectrum; duality; epoch estimation; group-delay-based localization metrics; integrated linear prediction residue; localization properties; random phases; sign changes; sinusoids; spectral zero-crossing rate; spectral-domain iterative filtering approaches; stylized signal setting; temporal observation window; temporal zero-crossing rate analysis; transients locations; voiced speech signals; Correlation; Estimation; Frequency estimation; Gaussian processes; Phase modulation; Speech; Transient analysis; Spectral zero-crossing rate; epoch estimation; glottal closure instants; random phase modulation; temporal centroid; transient localization;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2015.2420538