Title :
A novel algorithm of seeking FrFT order for speech processing
Author :
Ma, Duo-jia ; Xie, Xiang ; Kuang, Jing-Ming
Author_Institution :
School of Information and Electronics Beijing Institute of Technology, China
Abstract :
The determination of the optimal fractional Fourier transform (FrFT) order is a crucial issue for FrFT. This paper introduces a novel algorithm is proposed for the estimation of FrFT order. We use the information of pitches, harmonies and formants in the correlogram of Gammatone filterbanks to get a few candidates of the transform order. The proposed method reduces the computation complexity in the searching of optimal transform order. We apply this method for speech processing such as Mel-frequency cepstral coefficients (MFCC) extraction and speech enhancement. The experiment of MFCC extraction shows that the proposed method is superior to the traditional method based on Fourier Transform in the sense of Fisher distance improvement. The experimental results of speech enhancement also show the improvement in sense of SNR and the Itakura-Saito distance of LPC coefficients.
Keywords :
Chirp; Fourier transforms; Harmonic analysis; Mel frequency cepstral coefficient; Noise; Speech; FrFT order; MFCC; correlogram; spectral subtraction; speech enhancement;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague, Czech Republic
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947187