Title :
Distributed clock synchronization and ranging in time-variant wireless networks
Author :
Bartel, Daniel ; Etzlinger, Bernhard ; Springer, A.
Author_Institution :
Inst. of Commun. Eng. & RF-Syst., Johannes Kepler Univ., Linz, Austria
Abstract :
Clock synchronization and ranging are important topics in the field of wireless networks, where internode time measurement allows both tasks to be completed in one. Such networks are generally time-variant due to possible changes in environmental conditions and mobility of network nodes. We present a fully distributed filtering algorithm for combined clock synchronization and ranging based on message passing by belief propagation on a factor graph representation of a time-variant wireless network. The resulting message passing equations can be interpreted as a variant of Kalman filtering locally on each network node. Simulation results show that tracking estimation parameters improves estimation accuracy significantly without additional communication effort.
Keywords :
Kalman filters; estimation theory; graph theory; message passing; parameter estimation; radio networks; radiowave propagation; synchronisation; Kalman filtering; belief propagation; distributed clock synchronization; distributed filtering algorithm; factor graph representation; internode time measurement; message passing equation; network node mobility; parameter estimation tracking; time-variant wireless network; Clocks; Distance measurement; Estimation; Signal processing algorithms; Synchronization; Wireless networks; Wireless sensor networks; Clock synchronization; Kalman filtering; belief propagation; factor graphs; ranging;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6854704