Title :
Frequency domain adaptive tap partial update adaptive algorithm for network echo cancellation
Author :
Yang, Jie ; Sobelman, Gerald E.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA
Abstract :
In this paper, we propose a novel frequency domain adaptive tap partial update algorithm for network echo cancellation. Controlled by a simple sparseness measurement of the filter coefficients, the new algorithm adapts not only the filter coefficients, but also the number of taps to be updated iteration by iteration. Using the convergence behavior of the sparseness measurement, the proposed algorithm regards the convergence of the filter coefficients as a two-stage process incorporating the MMax and SPMMax partial update criteria together with the improved proportionate multi-delay filtering (IPMDF) and multi-delay filtering (MDF) adaptive algorithms. Simulation results show that, compared with fully updated IPMDF, our proposed algorithm achieves the same convergence performance with significantly reduced computational complexity.
Keywords :
adaptive filters; computational complexity; convergence of numerical methods; echo suppression; filtering theory; iterative methods; IPMDF; MMax; SPMMax; computational complexity; convergence; filter coefficients; frequency domain adaptive tap partial update algorithm; improved proportionate multidelay filtering; iteration; multidelay filtering; network echo cancellation; sparseness measurement; Adaptive algorithm; Adaptive filters; Circuits; Computational complexity; Computational modeling; Convergence; Echo cancellers; Filtering; Frequency domain analysis; National electric code; frequency domain adaptive filtering; improved proportionate multi-delay filtering; multi-delay filtering; network echo cancellation; partial update; sparse system;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495761