Title :
A general clock synchronization method based on Kalman Filter model in Wireless Sensor Networks
Author :
Li, Xiali ; Xi, Min ; Cao, Yongcun ; Yuan, Jie
Author_Institution :
Comput. Sci. & Technol., Minzu Univ. of China, Beijing, China
Abstract :
Wireless Sensor Networks (WSNs) have limited power and bandwidth, low precision oscillators and random factors, which makes it difficult to get the accurate clock synchronization. Taking into account nature of the clock, we give a new adaptive synchronization method, build a general clock model which describes the clock offset in terms of the oscillators and design a kind of basic Kalman Filter model to achieve clock synchronization. To estimate the parameters of the Kalman Filter model adaptively, we propose a recursion method based on the Expectation-Maximization (EM) algorithm. Finally, we test the performance of our method through experiments.
Keywords :
Kalman filters; clocks; expectation-maximisation algorithm; recursion method; synchronisation; wireless sensor networks; Kalman filter model; adaptive synchronization method; clock offset; expectation maximization algorithm; general clock synchronization; recursion method; wireless sensor networks; Adaptation models; Clocks; Kalman filters; Mathematical model; Noise; Oscillators; Synchronization; Clock Synchronization; Expectation-Maximization (EM) algorithm; Kalman Filter Model; Wireless Sensor Networks;
Conference_Titel :
Consumer Electronics, Communications and Networks (CECNet), 2012 2nd International Conference on
Conference_Location :
Yichang
Print_ISBN :
978-1-4577-1414-6
DOI :
10.1109/CECNet.2012.6202142