基于无监督学习的源数估计及盲分离算法

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CLC Number:

TN911.7

TAN Bei-hai, ZHAO Min, XIE Sheng-li. Sources number estimation and blind separation algorithm based on unsupervised learning[J]. Journal of Systems Engineering and Electronics, 2009, 31(8): 1790-1794.

References

[1] He Z S,Xie S L,Fu Y L.Sparse representation and blind source separation of ill-posed mixtures[J].Science in China Series F-Information Science,2006,49(5):639-652.
[2] Hyvarinen A,Oja E.Independent component analysis:algorithms and applications[J].Neural Networks,2000,13(4-5):411-430.
[3] Hyvarinen A.Fast and robust fixed-point algorithms for independent component analysis[J].IEEE Trans.on Neural Networks,1999,10(3):626-634.
[4] Xie S L,He Z S,Fu Y L.A note on Stone's conjecture of blind separation[J].Neural Computation,2005,17:245-319.
[5] Li Y Q,Amari S,Cichocki A,et al.Underdetermined blind source separation based on sparse representation[J].IEEE Trans.on Signal Processing,2006,54(2):423-437.
[6] Belouehrani A,Cardoso J F.Maximum likelihood source separation for discrete sources[C]//Proc.of EUSIPCO,1994:768-771.
[7] Zibulevsky M,Pearlmutter B.Blind source separation by sparse decomposition in a signal dictionary[J].Neural Computation,2001,13(4):863-882.
[8] Bofill P,Zibulevsky M.Underdetermined source separation using sparse representation[J].Signal Processing,2001,81:2353-2362.
[9] Li Y Q,Cichocki A,Amari S.Analysis of sparse representation and blind source separation[J].Neural Computation,2004,16(6):1193-1234.
[10] Lewicki M S,Sejnowski T J.Learning overcomplete representations[J].Neural Computation,2000,12:337-365.
[11] He Z S,Xie S L,Fu Y L.Sparsity analysis of signals[J].Progressin Natural Science,2006,16(8):879-884.
[12] Lv Q,Zhang X D.A unified method for blind separation of sparse sources with unknown source number[J].IEEE Signal Processing Letters,2006,13:49-51.
[13] 刘海林.基于广义特征值的病态混叠盲源分离算法[J].电子学报,2006,34(11):2072-2075.
[14] Liu H L,Hou J X.A new approach to underdetermined blind source separation using sparse representation[J].LNCS,2007,4481:276-283.
[15] He Z S,Xie S L,Ding S X,et al.Convolutive blind source separation in the frequency domain based on sparse representation[J].IEEE Trans.on Audio Speech and Language Processing,2007,15:1551-1563.
[16] He Z S,Xie S L,Zhang L Q,et al.A note on Lewicki-Sejnowski gradient for learning overcomplete representations[J].Neural Computation,2008,20:636-643.
[17] 张洪渊,贾鹏,史习智.确定盲分离中未知信号源个数的奇异值分解法[J].上海交通大学学报,2001,35(8):1155-1158.
[18] 李广彪,许士敏.基于源数估计的盲源分离[J].系统仿真学报,2006,18(2):485-488.
[19] 张翼,柯亨玉.文必洋,等.相位法估计信号源数[J].武汉大学学报,2003,49(1):137-140.
[20] 章新华,张安清,孙剑平.一种信号源数目的盲估计方法[J].系统工程与电子技术,2001,23(9):9-11.(Zhang Xinhua,Zhang Anqing,Sun Jianping.A blind method for estimating the number of signal sources[J].Systems Engineering and Electronics,2003,23(9):9-11.)
[21] Wong C C,Chen C C.A hybrid clustering and gradient descent approach fuzzy modeling[J].IEEE Trans.on System,Man,and Cybernetics-Part B,1999,29(6):686-693.

Sources number estimation and blind separation algorithm based on unsupervised learning

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