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Volume 32 Issue 10
Dec.  2010
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Zhang Hua, Feng Da-Zheng, Pang Ji-Yong. Time-domain Convolutive Blind Separation Based on Alternative Least-squares[J]. Journal of Electronics & Information Technology, 2010, 32(10): 2506-2510. doi: 10.3724/SP.J.1146.2009.00927
Citation: Zhang Hua, Feng Da-Zheng, Pang Ji-Yong. Time-domain Convolutive Blind Separation Based on Alternative Least-squares[J]. Journal of Electronics & Information Technology, 2010, 32(10): 2506-2510. doi: 10.3724/SP.J.1146.2009.00927

Time-domain Convolutive Blind Separation Based on Alternative Least-squares

doi: 10.3724/SP.J.1146.2009.00927
  • Received Date: 2009-06-26
  • Rev Recd Date: 2010-05-24
  • Publish Date: 2010-10-19
  • Temporal correlation matrices of the convolutive-mixture signals possess the struture of tri-factor multiplication and so can be jointly diagonalized blockwise. Though cutting to pieces and then reprogramming of the 3-D matrix composed of a group of correlation matrices, an alternating and iterative approach is proposed to achieve the least-squares solutions and then to estimate the channel mixture matirx for realizing convolutive blind separation in time domain. Compared with traditional joint block-diagonalization algorithms, simulation results show that the proposed one has better and more stable separation performance irrespective of initial parameters. The dissimilarity index and Bark sepectral distortion are improved by 4.35 dB and 0.22 respectively.
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  • 刘建强, 冯大政. 基于多信道信号增强的卷积混叠语音信号盲分离的后处理方法[J]. 电子学报, 2007, 35(2): 2389-2393.Liu Jian-qiang and Feng Da-zheng. Blind separation of convolutive speech mixtures with post-processing based on multichannel signal enhancement[J]. Acta Electronia Sinica, 2007, 35(2): 2389-2393.[2]王睿, 方勇. 基于2-D共因子的精确提取的图像盲复原方法[J].电子与信息学报.2009, 31(1):108-111浏览Wang Rui and Fang Yong. Blind restoration of blurred image based on precise extraction of 2-D GCD[J].Journal of Electronics Information Technology.2009, 31(1):108-111[3]付卫红, 杨小牛, 刘乃安, 曾兴雯. 基于子空间分解的多通道盲解卷积算法[J]. 电子与信息学报, 2009, 30(1): 25-30.Fu Wei-hong, Yang Xiao-niu, Liu Nai-an, and Zeng Xing-wen. Algorithm for multichannel blind deconvolution based on subspace decomposition[J].Journal of Electronics Information Technology.2009, 30(1):25-30[4]Abed-Meraim K and Beloucharni A. Algorithms for joint block diagonalization[C]. Proc. EUSIPCO04, Vienna, Austria, Sept. 6-10, 2004: 209-212.[5]Ghennioui H, Fadaili E M, and Moreau N T, et al.. A nonunitary joint block diagonalization algorithm for blind separation of convolutive mixtures of sources[J].IEEE Signal Processing Letters.2007, 14(11):860-863[6]Fadaili E M, Thirion-Moreau N, and Moreau E. Non-orthogonal joint diagonalization/zeros-diagonalization for source separation based on time-frequency distributions[J].IEEE Transactions on Signal Processing.2007, 55(5):1673-1687[7]易克初, 田斌, 付强. 语音信号处理[M]. 北京:国防工业出版社, 2001: 146-147.
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