DocumentCode :
87140
Title :
Robust Consensus in the Presence of Impulsive Channel Noise
Author :
Dasarathan, Sivaraman ; Tepedelenlioglu, Cihan ; Banavar, Mahesh K. ; Spanias, Andreas
Author_Institution :
Sch. of Electr., Comput., & Energy Eng., Arizona State Univ., Tempe, AZ, USA
Volume :
63
Issue :
8
fYear :
2015
fDate :
15-Apr-15
Firstpage :
2118
Lastpage :
2129
Abstract :
A distributed average consensus algorithm robust to a wide range of impulsive channel noise distributions is proposed. This work is the first of its kind in the literature to propose a consensus algorithm which relaxes the requirement of finite moments on the communication noise. It is shown that the nodes reach consensus asymptotically to a finite random variable whose expectation is the desired sample average of the initial observations with a variance that depends on the step size of the algorithm and the receiver nonlinear function. The asymptotic performance is characterized by deriving the asymptotic covariance matrix using results from stochastic approximation theory. Simulations corroborate our analytical findings and highlight the robustness of the proposed algorithm.
Keywords :
covariance matrices; impulse noise; method of moments; nonlinear functions; radio receivers; stochastic processes; wireless channels; wireless sensor networks; asymptotic covariance matrix; finite moments; finite random variable; impulsive channel noise distributions; receiver nonlinear function; robust distributed average consensus algorithm; stochastic approximation theory; wireless sensor network; Covariance matrices; Eigenvalues and eigenfunctions; Noise; Receivers; Robustness; Signal processing algorithms; Symmetric matrices; Distributed consensus; Markov processes; asymptotic covariance; bounded transmissions; impulsive noise; sensor networks; stochastic approximation;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2015.2408564
Filename :
7054507
Link To Document :
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