INTENSITY VECTOR DIRECTION EXPLOITATION FOR EXHAUSTIVE BLIND SOURCE SEPARATION OF CONVOLUTIVE MIXTURES

被引:12
作者
Guenel, Banu [1 ]
Hacihabiboglu, Hueseyin [2 ]
Kondoz, Ahmet M. [1 ]
机构
[1] Univ Surrey, I Lab, CCSR, Guildford GU2 7XH, Surrey, England
[2] Kings Coll London, CDSPR, London WC2R 2LS, England
来源
2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS | 2009年
基金
英国工程与自然科学研究理事会;
关键词
BSS; coincident array; intensity; deterministic; SVD;
D O I
10.1109/ICASSP.2009.4959515
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This article presents a technique that uses the intensity vector direction exploitation (IVDE) method for exhaustive separation of convolutive mixtures. While only a four-element. compact sensor array is used, multiple channels for all possible source directions are produced by exhaustive separation. Singular value decomposition (SVD) is then applied to determine the signal subspace and the directions of the local maxima of the signal energy. This information is then used to select the channels containing the individual sources. While the original IVDE method requires the prior knowledge of the directions of sources for separation, the present method eliminates this need and achieves fully blind separation. Performing SVD at a post-processing stage also improves the sound quality. The method has been tested for convolutive mixtures of up to four sources and typical separation performances are given.
引用
收藏
页码:41 / +
页数:2
相关论文
共 14 条
[1]  
[Anonymous], 2000, DIRECTIONAL STAT, DOI DOI 10.1002/9780470316979
[2]   Blind signal separation: Statistical principles [J].
Cardoso, JF .
PROCEEDINGS OF THE IEEE, 1998, 86 (10) :2009-2025
[3]   INDEPENDENT COMPONENT ANALYSIS, A NEW CONCEPT [J].
COMON, P .
SIGNAL PROCESSING, 1994, 36 (03) :287-314
[4]  
Craven P. G., 1977, US Patent, Patent No. [4,042,779, 4042779]
[5]  
Fahy F.J., 1995, SOUND INTENSITY, VSecond
[6]  
Golub G. H., 2012, Matrix computations, V4th
[7]   AN ALTERNATIVE APPROACH TO LINEARLY CONSTRAINED ADAPTIVE BEAMFORMING [J].
GRIFFITHS, LJ ;
JIM, CW .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1982, 30 (01) :27-34
[8]   Acoustic source separation of convolutive mixtures based on intensity vector statistics [J].
Gunel, Banu ;
Hacihabiboglu, Hueseyin ;
Kondoz, Ahmet M. .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2008, 16 (04) :748-756
[9]   Audio source separation: solutions and problems [J].
Mitianoudis, N ;
Davies, ME .
INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2004, 18 (03) :299-314
[10]   Geometric source separation: Merging convolutive source separation with geometric beamforming [J].
Parra, LC ;
Alvino, CV .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2002, 10 (06) :352-362