A variable step-size proportionate affine projection algorithm for network echo cancellation

For a network canceler, whose input is mainly speech, the proportionate affine projection algorithm (PAPA) is expected to present faster convergence speed than the existing proportionate NLMS algorithms. However, the performance criteria of fast convergence speed conflicts with low steady-state misalignment when a constant step-size parameter is applied. In this article we introduce a variable step-size technique into the PAPA in order to achieve both fast convergence speed and low steady-state misalignment. Simulation results show that the proposed approach can greatly improve the steady-state misalignment without sacrificing the fast convergence speed of the PAPA.

[1]  Donald L. Duttweiler,et al.  Proportionate normalized least-mean-squares adaptation in echo cancelers , 2000, IEEE Trans. Speech Audio Process..

[2]  Simon Haykin,et al.  Adaptive Filter Theory 4th Edition , 2002 .

[3]  Ali H. Sayed,et al.  Variable step-size NLMS and affine projection algorithms , 2004, IEEE Signal Processing Letters.

[4]  Jacob Benesty,et al.  Robust variable step-size affine projection algorithm suitable for acoustic echo cancellation , 2008, 2008 16th European Signal Processing Conference.

[5]  Simon Haykin,et al.  Proportionate Adaptation: New Paradigms in Adaptive Filters , 2005 .

[6]  W. Y. Chen,et al.  A variable step size LMS algorithm , 1990, Proceedings of the 33rd Midwest Symposium on Circuits and Systems.

[7]  Henning Puder,et al.  Step-size control for acoustic echo cancellation filters - an overview , 2000, Signal Process..

[8]  Jacob Benesty,et al.  A Nonparametric VSS NLMS Algorithm , 2006, IEEE Signal Processing Letters.

[9]  Jacob Benesty,et al.  Variable Step-Size NLMS Algorithm for Under-Modeling Acoustic Echo Cancellation , 2008, IEEE Signal Processing Letters.

[10]  Milos Doroslovacki,et al.  Proportionate adaptive algorithms for network echo cancellation , 2006, IEEE Transactions on Signal Processing.

[11]  Milos Doroslovacki,et al.  Improving convergence of the PNLMS algorithm for sparse impulse response identification , 2005, IEEE Signal Processing Letters.

[12]  Jacob Benesty,et al.  A Variable Step-Size Affine Projection Algorithm Designed for Acoustic Echo Cancellation , 2008, IEEE Transactions on Audio, Speech, and Language Processing.

[13]  Ali H. Sayed,et al.  Fundamentals Of Adaptive Filtering , 2003 .

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