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
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;
Conference_Titel :
Transportation, Mechanical, and Electrical Engineering (TMEE), 2011 International Conference on
Conference_Location :
Changchun
Print_ISBN :
978-1-4577-1700-0
DOI :
10.1109/TMEE.2011.6199719