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
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