DocumentCode :
2381526
Title :
A novel initialization approach for solving permutation ambiguity of frequency domain blind source separation
Author :
Morteza, D. ; Reza, E.A.
Author_Institution :
Islamic Azad Univ. of Sowmesara, Sowmesara, Iran
fYear :
2012
fDate :
18-20 March 2012
Firstpage :
189
Lastpage :
192
Abstract :
Due to the importance of speech signals in the recent years, many techniques have been proposed to solve the permutation ambiguity of blind source separation in frequency domain. Our goal in this paper is to present a new method based on initialization and navigation resources to solve the permutation ambiguity in blind source separation in the frequency domain. In this work, first the separation matrices are obtained from each frequency subband, into a diagonal matrix. After sorting the eigenvalues, the matrix will initialize to the next frequency subband as an initial value. Simulation results show that our separation method has better separation quality and has higher speed of convergence.
Keywords :
blind source separation; convergence; eigenvalues and eigenfunctions; frequency-domain analysis; matrix algebra; resource allocation; speech processing; convergence; diagonal matrix; eigenvalues; frequency domain blind source separation; frequency subband; initialization resource; matrix initialization; navigation resource; permutation ambiguity; separation matrices; separation quality; speech signals; Convergence; Particle separators; Spectrogram; Speech; Time frequency analysis; Watermarking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers & Informatics (ISCI), 2012 IEEE Symposium on
Conference_Location :
Penang
Print_ISBN :
978-1-4673-1685-9
Type :
conf
DOI :
10.1109/ISCI.2012.6222692
Filename :
6222692
Link To Document :
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