Coordinate descent iterations in fast affine projection algorithm

被引:50
|
作者
Zakharov, Y [1 ]
Albu, F
机构
[1] Univ York, York YO10 5DD, N Yorkshire, England
[2] Univ Politehn Bucuresti, Bucharest 060032, Romania
关键词
coordinate descent; echo cancellation; fast affine projection; Gauss-Seidel algorithm;
D O I
10.1109/LSP.2005.843765
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We propose a new approach for real-time implementation of the fast affine projection (FAP) algorithm. This is based on exploiting the recently introduced dichotomous coordinate descent (DCD) algorithm, which is especially efficient for solving systems of linear equations on real-time hardware and software platforms since it is free of multiplication and division. The numerical stability of the DCD algorithm allows the new combined DCD-FAP algorithm also to be stable. The convergence and complexity of the DCD-FAP algorithm is compared with that of the FAP, Gauss-Seidel FAP (GS-FAP), and modified GS-FAP algorithms in the application to acoustic echo cancellation. The DCD-FAP algorithm demonstrates a performance close to that of the FAP algorithm with ideal matrix inversion and the complexity smaller than that of the Gauss-Seidel FAP algorithms.
引用
收藏
页码:353 / 356
页数:4
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