Steady-state and stability analyses of diffusion sign-error LMS algorithm

被引：16

作者：

Gao, Ye ^{[1
]}

Ni, Jingen ^{[1
]}

Chen, Jie ^{[2
]}

Chen, Xiaoping ^{[1
]}

机构：

[1] Soochow Univ, Sch Elect & Informat Engn, Suzhou 215006, Peoples R China

[2] Northwestern Polytech Univ, Sch Marine Sci & Technol, Ctr Intelligent Acoust & Immers Commun, Xian 710072, Shaanxi, Peoples R China

来源：

SIGNAL PROCESSING | 2018年 / 149卷

基金：

中国国家自然科学基金;

关键词：

Adaptive networks; Diffusion sign-error LMS; Mean-square deviation; Steady-state; Mean-square stability; RECURSIVE LEAST-SQUARES; DISTRIBUTED ESTIMATION; NETWORKS; ADAPTATION; STRATEGIES;

D O I：

10.1016/j.sigpro.2018.02.033

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：

Diffusion sign-error LMS is a useful algorithm that allows agents in an adaptive network to perform in a robust manner under impulsive noise. In the literature, the mean stability condition and mean-square transient performance of this algorithm were analyzed with a reasonable impulsive noise model. However, it is important to analyze its mean-square stability condition and second-order steady-state performance for both theoretical understanding and practical implementation of the algorithm. This paper complements previous works by achieving this analysis with the same noise model. Simulations are performed to validate the theoretical findings. (C) 2018 Elsevier B.V. All rights reserved.

引用

页码：62 / 67

页数：6

共 19 条

[1] Diffusion Bias-Compensated RLS Estimation Over Adaptive Networks [J].

Bertrand, Alexander ;

Moonen, Marc ;

Sayed, Ali H. .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2011, 59 (11) :5212-5224

[2] Diffusion LMS Strategies for Distributed Estimation [J].

Cattivelli, Federico S. ;

Sayed, Ali H. .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (03) :1035-1048

[3] Multitask Diffusion Adaptation Over Networks With Common Latent Representations [J].

Chen, Jie ;

Richard, Cedric ;

Sayed, Ali H. .

IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2017, 11 (03) :563-579

[4] Diffusion LMS Over Multitask Networks [J].

Chen, Jie ;

Richard, Cedric ;

Sayed, Ali H. .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (11) :2733-2748

[5] Multitask Diffusion Adaptation Over Networks [J].

Chen, Jie ;

Richard, Cedric ;

Sayed, Ali H. .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (16) :4129-4144

[6] A variable forgetting factor diffusion recursive least squares algorithm for distributed estimation [J].

Chu, Y. J. ;

Mak, C. M. .

SIGNAL PROCESSING, 2017, 140 :219-225

[7] Gossip Algorithms for Distributed Signal Processing [J].

Dimakis, Alexandros G. ;

Kar, Soummya ;

Moura, Jose M. F. ;

Rabbat, Michael G. ;

Scaglione, Anna .

PROCEEDINGS OF THE IEEE, 2010, 98 (11) :1847-1864

[8] Z2-proportionate diffusion LMS algorithm with mean square performance analysis [J].

Lee, Han-Sol ;

Yim, Sung-Hyuk ;

Song, Woo-Jin .

SIGNAL PROCESSING, 2017, 131 :154-160

[9] Data-selective diffusion LMS for reducing communication overhead [J].

Lee, Jae-Woo ;

Kim, Seong-Eun ;

Song, Woo-Jin .

SIGNAL PROCESSING, 2015, 113 :211-217

[10] A variable step-size sign algorithm for channel estimation [J].

Li, Yuan-Ping ;

Lee, Ta-Sung ;

Wu, Bing-Fei .

SIGNAL PROCESSING, 2014, 102 :304-312

← 1 2 →