Transient analysis of adaptive filters with error nonlinearities

被引：110

作者：

Al-Naffouri, TY ^{[1
]}

Sayed, AH

机构：

[1] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA

[2] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USA

来源：

IEEE TRANSACTIONS ON SIGNAL PROCESSING | 2003年 / 51卷 / 03期

基金：

美国国家科学基金会;

关键词：

adaptive filter; energy-conservation; error nonlinearity; feedback analysis; mean-square-error error; steady-state analysis; transient analysis;

D O I：

10.1109/TSP.2002.808108

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：

This paper develops a unified approach to the transient analysis of adaptive filters with error nonlinearities. In addition to deriving earlier results in a unified manner, the approach also leads to new performance results without restricting the regression data to being Gaussian or white. The framework is based on energy-conservation arguments and avoids the need for explicit recursions for the covariance matrix of the weight-error vector.

引用

页码：653 / 663

页数：11

共 41 条

[1] Transient analysis of data-normalized adaptive filters [J].

Al-Naffouri, TY ;

Sayed, AH .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (03) :639-652

[2]

ALNAFFOURI TY, 1998, P AS C SIGN SYST COM, V1, P556

[3] A nonlinear analytical model for the quantized LMS algorithm - The arbitrary step size case [J].

Bermudez, JCM ;

Bershad, NJ .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (05) :1175-1183

[4] SATURATION EFFECTS IN LMS ADAPTIVE ECHO CANCELLATION FOR BINARY DATA [J].

BERSHAD, NJ ;

BONNET, M .

IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1990, 38 (10) :1687-1696

[5] ON ERROR-SATURATION NONLINEARITIES IN LMS ADAPTATION [J].

BERSHAD, NJ .

IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (04) :440-452

[6]

Billingsley P., 1995, Probability and measure, VThird

[7]

BIRKEL T, STAT PROBAB LETT, V41, P355

[8]

CHAMBERS JA, 1994, ELECTRON LETT, V30, P1574, DOI 10.1049/el:19941060

[9] COMPARISON OF THE CONVERGENCE OF 2 ALGORITHMS FOR ADAPTIVE FIR DIGITAL-FILTERS [J].

CLAASEN, TACM ;

MECKLENBRAUKER, WFG .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1981, 28 (06) :510-518

[10] STOCHASTIC GRADIENT ADAPTATION UNDER GENERAL ERROR CRITERIA [J].

DOUGLAS, SC ;

MENG, THY .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (06) :1335-1351

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