Fast blind equalization with two-stage single/multilevel modulus and DD algorithm for high order QAM cable systems

In this paper, a fast blind equalization with two-stage single/multilevel modulus and decision-directed (DD) algorithm is proposed for high-order QAM (256/1024QAM) systems on the downstream wired cable channel. The proposed blind equalization algorithm applies the two-stage convergence scheme, which results from the modified constant modulus algorithm (MCMA) method and the DD least mean square (LMS)-like method. In the first convergence stage, the joint MCMA and DD LMS-like equalization is applied for the purpose of fast convergence. When the convergence process reaches the enough steady state, the convergence detector will switch the equalization process into the second stage. In the second convergence stage, the MCMA with multiple modulus, called the generalized MCMA (GMCMA) method and the DD LMS-like method, is applied to reduce the mean square error (MSE) further. On the cable channel with the 256/1024QAM schemes, the proposed algorithm performs faster convergence speed than the previous well-know blind methods do. Simultaneously, the proposed algorithm also provides better MSE performance than the other methods at the same signal-to-noise ratio (SNR).

[1]  Maria Cristina Felippetto de Castro,et al.  Concurrent blind deconvolution for channel equalization , 2001, ICC 2001. IEEE International Conference on Communications. Conference Record (Cat. No.01CH37240).

[2]  S. Chen Low complexity concurrent constant modulus algorithm and soft decision directed scheme for blind equalisation , 2003 .

[3]  R. P. Gooch,et al.  Blind equalization based on radius directed adaptation , 1990, International Conference on Acoustics, Speech, and Signal Processing.

[4]  Saleem A. Kassam,et al.  Dual-mode type algorithms for blind equalization , 1994, IEEE Trans. Commun..

[5]  Iickho Song,et al.  A Novel Blind Equalizer Based on Dual-Mode MCMA and DD Algorithm , 2005, PCM.

[6]  Hyoung-Nam Kim,et al.  Mathematical Modeling of VSB‐Based Digital Television Systems , 2003 .

[7]  Ching-Hsiang Tseng,et al.  A stop-and-go dual-mode algorithm for blind equalization , 1996, Proceedings of GLOBECOM'96. 1996 IEEE Global Telecommunications Conference.

[8]  D. Godard,et al.  Self-Recovering Equalization and Carrier Tracking in Two-Dimensional Data Communication Systems , 1980, IEEE Trans. Commun..

[9]  Kil Nam Oh,et al.  New blind equalization techniques based on constant modulus algorithm , 1995, Proceedings of GLOBECOM '95.

[10]  John G. Proakis,et al.  Digital Communications , 1983 .

[11]  Kil Nam Oh A Single/Multilevel Modulus Algorithm for Blind Equalization of QAM Signals (Special Section of Papers Selected from ITC-CSCC'96) , 1997 .

[12]  Sheng Chen,et al.  Multi-stage blind clustering equaliser , 1995, IEEE Trans. Commun..

[13]  Sheng Chen,et al.  Fractionally spaced blind equalization with low‐complexity concurrent constant modulus algorithm and soft decision‐directed scheme , 2005 .

[14]  Giancarlo Prati,et al.  Blind Equalization and Carrier Recovery Using a "Stop-and-Go" Decision-Directed Algorithm , 1987, IEEE Trans. Commun..