Nonlinear RLS algorithm for amplitude estimation in class A noise

被引：6

作者：

Weng, JF ^{[1
]}

Leung, SH ^{[1
]}

机构：

[1] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China

来源：

IEE PROCEEDINGS-COMMUNICATIONS | 2000年 / 147卷 / 02期

关键词：

D O I：

10.1049/ip-com:20000182

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：

An adaptive nonlinear recursive least square (RLS) algorithm for amplitude estimation in class A noise is presented. For Gaussian input signal and class A noise, its mean and mean-square behaviours are studied. It is shown that the linear RLS and nonlinear RLS algorithm with the clipper function are stable in the mean and mean square. For non-Gaussian input, amplitude estimation in CDMA communication is presented. Simulation results show that the nonlinear RLS can provide good performance close to the Cramer-Rao bound and outperform the nonlinear LMS and the conventional RLS in impulse noise.

引用

页码：81 / 86

页数：6

共 50 条

[1] Adaptive filters with nonlinear RLS algorithm in impulse noise
Leung, SH
Weng, JF
[J]. ISCAS '99: PROCEEDINGS OF THE 1999 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 3: ANALOG AND DIGITAL SIGNAL PROCESSING, 1999, : 37 - 40
[2] Adaptive nonlinear RLS algorithm for robust filtering in impulse noise
Weng, JF
Leung, SH
[J]. ISCAS '97 - PROCEEDINGS OF 1997 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS I - IV: CIRCUITS AND SYSTEMS IN THE INFORMATION AGE, 1997, : 2337 - 2340
[3] Nonlinear RLS algorithm using variable forgetting factor in mixture noise
Leung, SH
So, CF
[J]. 2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING - VOL IV: SIGNAL PROCESSING FOR COMMUNICATIONS; VOL V: SIGNAL PROCESSING EDUCATION SENSOR ARRAY & MULTICHANNEL SIGNAL PROCESSING AUDIO & ELECTROACOUSTICS; VOL VI: SIGNAL PROCESSING THEORY & METHODS STUDENT FORUM, 2001, : 3777 - 3780
[4] Variable forgetting factor nonlinear RLS algorithm in correlated mixture noise
Leung, SH
So, CF
[J]. ELECTRONICS LETTERS, 2001, 37 (13) : 861 - 862
[5] Modified RLS algorithm for unbiased estimation of FIR system with input and output noise
Feng, DZ
Bao, Z
Zhang, XD
[J]. ELECTRONICS LETTERS, 2000, 36 (03) : 273 - 274
[6] Performance analysis of a simplified RLS algorithm for the estimation of sinusoidal signals in additive noise
Xiao, YG
Tadokoro, Y
Shida, K
Iwamoto, K
[J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1998, E81A (08) : 1703 - 1712
[7] Performance analysis of nonlinear RLS in mixture noise
Leung, SH
Xiong, Y
Weng, JF
So, CF
Lau, WH
[J]. 2002 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL V, PROCEEDINGS, 2002, : 357 - 360
[8] Nonlinear RLS algorithm for impulsive CDMA channels
Sharif, BS
Chuah, TC
Hinton, OR
Jimaa, SA
[J]. INTERNET QUALITY OF SERVICE, 2003, 5245 : 46 - 53
[9] A recursive estimation of the condition number in the RLS algorithm
Benesty, J
Gänsler, T
[J]. 2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5: SPEECH PROCESSING, 2005, : 25 - 28
[10] A new kernel RLS algorithm for systems with bounded noise
Constantin, I.
Constantin, J.
Bigand, A.
[J]. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2018, 32 (02) : 344 - 361

← 1 2 3 4 5 →