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2017 | OriginalPaper | Chapter

Blind Separation of Cyclostationary Sources with Common Cyclic Frequencies

Authors : Amine Brahmi, Hicham Ghennioui, Christophe Corbier, M’hammed Lahbabi, François Guillet

Published in: Latent Variable Analysis and Signal Separation

Publisher: Springer International Publishing

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Abstract

We propose a new method for blind source separation of cyclostationary sources, whose cyclic frequencies are unknown and may share one or more common cyclic frequencies. The suggested method exploits the second-order cyclostationarity statistics of observation signals to build a set of matrices which has a particular algebraic structure. We also introduce an automatic point selection procedure for the determination of these matrices to be joint diagonalized in order to identify the mixing matrix and recover the source signals as a result. The non-unitary joint diagonalization is ensured by Broyden-Fletcher-Goldfarb-Shanno (BFGS) method which is the most commonly used update strategy for implementing a quasi-newton technique. Numerical simulations are provided to demonstrate the usefulness of the proposed method in the context of digital communications and to compare it with another method based upon an unitary joint diagonalization algorithm.

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Literature
1.
go back to reference Abed-Meraim, K., Xiang, Y., Manton, J.H., Hua, Y.: Blind source separation using second-order cyclostationary statistics. IEEE Trans. Sig. Process. 49(4), 694–701 (2001)CrossRef Abed-Meraim, K., Xiang, Y., Manton, J.H., Hua, Y.: Blind source separation using second-order cyclostationary statistics. IEEE Trans. Sig. Process. 49(4), 694–701 (2001)CrossRef
2.
go back to reference Belouchrani, A., Abed-Meraim, K., Cardoso, J.F., Moulines, E.: A blind source separation technique using second-order statistics. IEEE Trans. Sig. Process. 45(2), 434–444 (1997)CrossRef Belouchrani, A., Abed-Meraim, K., Cardoso, J.F., Moulines, E.: A blind source separation technique using second-order statistics. IEEE Trans. Sig. Process. 45(2), 434–444 (1997)CrossRef
3.
go back to reference Cardoso, J.F., Souloumiac, A., Paris, T., Ura, C., Tdsi, G.: Blind beamforming for non Gaussian signals, vol. 140, pp. 1–17. IEEE, September 1993 Cardoso, J.F., Souloumiac, A., Paris, T., Ura, C., Tdsi, G.: Blind beamforming for non Gaussian signals, vol. 140, pp. 1–17. IEEE, September 1993
4.
go back to reference Chabriel, G., Kleinsteuber, M., Moreau, E., Shen, H., Tichavsky, P., Yeredor, A.: Joint matrices decompositions and blind source separation: a survey of methods, identification, and applications. IEEE Sig. Process. Mag. 31(3), 34–43 (2014)CrossRef Chabriel, G., Kleinsteuber, M., Moreau, E., Shen, H., Tichavsky, P., Yeredor, A.: Joint matrices decompositions and blind source separation: a survey of methods, identification, and applications. IEEE Sig. Process. Mag. 31(3), 34–43 (2014)CrossRef
5.
go back to reference Pham, D.T.: Blind separation of cyclostationary sources using joint block approximate diagonalization. In: Davies, M.E., James, C.J., Abdallah, S.A., Plumbley, M.D. (eds.) ICA 2007. LNCS, vol. 4666, pp. 244–251. Springer, Heidelberg (2007). doi:10.1007/978-3-540-74494-8_31 CrossRef Pham, D.T.: Blind separation of cyclostationary sources using joint block approximate diagonalization. In: Davies, M.E., James, C.J., Abdallah, S.A., Plumbley, M.D. (eds.) ICA 2007. LNCS, vol. 4666, pp. 244–251. Springer, Heidelberg (2007). doi:10.​1007/​978-3-540-74494-8_​31 CrossRef
6.
go back to reference Ferreol, A.: On the behavior of current second and higher order blind source separation methods for cyclostationary sources. IEEE Trans. Sig. Process. 48(6), 1712–1725 (2000)CrossRef Ferreol, A.: On the behavior of current second and higher order blind source separation methods for cyclostationary sources. IEEE Trans. Sig. Process. 48(6), 1712–1725 (2000)CrossRef
7.
go back to reference Gardner, W.A., Napolitano, A., Paura, L.: Cyclostationarity: half a century of research. Sign. Process. 86(4), 639–697 (2006)CrossRefMATH Gardner, W.A., Napolitano, A., Paura, L.: Cyclostationarity: half a century of research. Sign. Process. 86(4), 639–697 (2006)CrossRefMATH
8.
go back to reference Ghaderi, F., Makkiabadi, B., McWhirter, J.G., Sanei, S.: Blind source extraction of cyclostationary sources with common cyclic frequencies. In: Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP, pp. 4146–4149. IEEE (2010) Ghaderi, F., Makkiabadi, B., McWhirter, J.G., Sanei, S.: Blind source extraction of cyclostationary sources with common cyclic frequencies. In: Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP, pp. 4146–4149. IEEE (2010)
9.
go back to reference Ghennioui, H., Thirion-Moreau, N., Moreau, E., Aboutajdine, D., Adib, A.: A novel approach based on non-unitary joint block-diagonalization for the blind MIMO equalization of cyclo-stationary signals. In: European Signal Processing Conference (2008) Ghennioui, H., Thirion-Moreau, N., Moreau, E., Aboutajdine, D., Adib, A.: A novel approach based on non-unitary joint block-diagonalization for the blind MIMO equalization of cyclo-stationary signals. In: European Signal Processing Conference (2008)
10.
go back to reference Ghennioui, H., Thirion-Moreau, N., Moreau, E., Aboutajdine, D.: Gradient-based joint block diagonalization algorithms: application to blind separation of FIR convolutive mixtures. Sig. Process. 90(6), 1836–1849 (2010)CrossRefMATH Ghennioui, H., Thirion-Moreau, N., Moreau, E., Aboutajdine, D.: Gradient-based joint block diagonalization algorithms: application to blind separation of FIR convolutive mixtures. Sig. Process. 90(6), 1836–1849 (2010)CrossRefMATH
11.
go back to reference Giulieri, L., Ghennioui, H., Thirion-Moreau, N., Moreau, E.: Nonorthogonal joint diagonalization of spatial quadratic time-frequency matrices for source separation. IEEE Sig. Process. Lett. 12(5), 415–418 (2005)CrossRef Giulieri, L., Ghennioui, H., Thirion-Moreau, N., Moreau, E.: Nonorthogonal joint diagonalization of spatial quadratic time-frequency matrices for source separation. IEEE Sig. Process. Lett. 12(5), 415–418 (2005)CrossRef
12.
go back to reference Hjørungnes, A., Gesbert, D.: Hessians of scalar functions of complex-valued matrices: FLA systematic computational approach. In: Proceedings of the 2007 9th International Symposium on Signal Processing and Its Appllications, ISSPA 2007 (2007) Hjørungnes, A., Gesbert, D.: Hessians of scalar functions of complex-valued matrices: FLA systematic computational approach. In: Proceedings of the 2007 9th International Symposium on Signal Processing and Its Appllications, ISSPA 2007 (2007)
13.
go back to reference Jallon, P., Chevreuil, A.: Separation of instantaneous mixtures of cyclo-stationary sources. Sig. Process. 87(11), 2718–2732 (2007)CrossRefMATH Jallon, P., Chevreuil, A.: Separation of instantaneous mixtures of cyclo-stationary sources. Sig. Process. 87(11), 2718–2732 (2007)CrossRefMATH
14.
go back to reference Moreau, E., Macchi, O.: New self-adaptative algorithms for source separation based on contrast functions. In: IEEE Signal Processing Workshop on Higher-Order Statistics, pp. 215–219. IEEE (1993) Moreau, E., Macchi, O.: New self-adaptative algorithms for source separation based on contrast functions. In: IEEE Signal Processing Workshop on Higher-Order Statistics, pp. 215–219. IEEE (1993)
15.
go back to reference Walker, H.F.: Quasi-Newton methods. SIAM J. Optim. 141(10), 135–163 (1978) Walker, H.F.: Quasi-Newton methods. SIAM J. Optim. 141(10), 135–163 (1978)
Metadata
Title
Blind Separation of Cyclostationary Sources with Common Cyclic Frequencies
Authors
Amine Brahmi
Hicham Ghennioui
Christophe Corbier
M’hammed Lahbabi
François Guillet
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-53547-0_42

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