Convex combination for TDLMS adaptive filters

In this paper, transform domain LMS (TDLMS) and TDLMS based on decomposition technology (TDLMS-DT) are mixed together by so-called convex combination approach to achieve relatively fast convergence speed and low steady-state performance. The simulation results confirm the efficiency of the proposed algorithm.

[1]  Yonggang Zhang,et al.  A new transform domain LMS algorithm , 2010, The 2010 IEEE International Conference on Information and Automation.

[2]  Tyseer Aboulnasr,et al.  Reduced-complexity transform-domain adaptive algorithm with selective coefficient update , 2004, IEEE Transactions on Circuits and Systems II: Express Briefs.

[3]  Aníbal R. Figueiras-Vidal,et al.  New algorithms for improved adaptive convex combination of LMS transversal filters , 2005, IEEE Transactions on Instrumentation and Measurement.

[4]  A. Peterson,et al.  Transform domain LMS algorithm , 1983 .

[5]  S. Haykin,et al.  Adaptive Filter Theory , 1986 .

[6]  Khaled A. Mayyas New transform-domain adaptive algorithms for acoustic echo cancellation , 2003, Digit. Signal Process..

[7]  Z. G. Zhang,et al.  A New Variable Regularized Transform Domain NLMS Adaptive Filtering Algorithm—Acoustic Applications and Performance Analysis , 2013, IEEE Transactions on Audio, Speech, and Language Processing.

[8]  Ali H. Sayed,et al.  Steady state performance of convex combinations of adaptive filters , 2005, Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005..

[9]  Ali H. Sayed,et al.  Mean-square performance of a convex combination of two adaptive filters , 2006, IEEE Transactions on Signal Processing.

[10]  Françoise Beaufays,et al.  Transform-domain adaptive filters: an analytical approach , 1995, IEEE Trans. Signal Process..

[11]  Yonggang Zhang,et al.  Convex Combination of Adaptive Filters for a Variable Tap-Length LMS Algorithm , 2006, IEEE Signal Processing Letters.

[12]  Nurgun Erdol,et al.  Wavelet transform based adaptive filters: analysis and new results , 1996, IEEE Trans. Signal Process..

[13]  Jae Chon Lee,et al.  Performance of transform-domain LMS adaptive digital filters , 1986, IEEE Trans. Acoust. Speech Signal Process..

[14]  A. K. Chaturvedi,et al.  A new family of concurrent algorithms for adaptive Volterra and linear filters , 1999, IEEE Trans. Signal Process..