Title :
Effect of frequency oversampling and cascade initialization on permutation control in frequency domain BSS
Author :
Osterwise, Christopher ; Grant, Steven L.
Author_Institution :
Missouri Univ. of Sci. & Technol., Rolla, MO, USA
Abstract :
This paper presents a new algorithm for addressing the permutation ambiguity in convolutive blind source separation. The proposed algorithm seeks to prevent permutations by frequency oversampling, and then exploiting the induced correlation between bins. Any remaining permutation is then corrected by beam pattern estimation. Cascade initialization is shown to improve system performance while decreasing processing time, while frequency oversampling is shown to increase performance with slight increases in computational time. The algorithm is proven robust against isotropic noise, producing a SIR improvement of 12.9 dB when the reverberation time is 260 ms, and the signals at the input are only 5 dB above the noise floor.
Keywords :
blind source separation; frequency-domain analysis; signal sampling; BSS; SIR improvement; beam pattern estimation; cascade initialization; convolutive blind source separation; frequency domain; frequency oversampling effect; isotropic noise; permutation control; time 260 ms; Blind source separation; Correlation; Microphones; Noise; Speech; Time frequency analysis; Blind source separation (BSS); convolutive mixture; frequency-domain ICA; permutation problem;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6287873