DocumentCode
2081205
Title
Distributed estimation of LMS adaptive consensus filter for aggregation over sensor networks
Author
Chai Xuchao ; Lu Guangyue ; Li Yue ; Wang Dong
Author_Institution
Sch. of Commun. & Inf. Eng., Xi´an Univ. of Posts & Telecommun., Xi´an, China
fYear
2011
fDate
16-18 Dec. 2011
Firstpage
2458
Lastpage
2462
Abstract
This paper introduces adaptive consensus´s improvement on data aggregation algorithm in WSN. In this algorithm, each node uses the average of each related sensors as a reference signal for the adaptive filter, and modifies the weighted matrix of the consensus filter according to the algorithm of the LMS adaptive filter. The simulation results demonstrate that the proposed algorithm can make better performance in multi-hop consensus, accelerate the convergence of the nodes´ estimation.
Keywords
adaptive filters; wireless sensor networks; LMS adaptive consensus filter; aggregation over sensor networks; data aggregation algorithm; distributed estimation; reference signal; weighted matrix; Adaptive filters; Convergence; Educational institutions; Estimation; Filtering algorithms; Least squares approximation; Mathematical model; Wireless Sensor Networks; adaptive filter; consensus filter; data aggregation;
fLanguage
English
Publisher
ieee
Conference_Titel
Transportation, Mechanical, and Electrical Engineering (TMEE), 2011 International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-4577-1700-0
Type
conf
DOI
10.1109/TMEE.2011.6199719
Filename
6199719
Link To Document