Title :
Mean field message passing for cooperative simultaneous ranging and synchronization
Author :
Etzlinger, Bernhard ; Bartel, Daniel ; Haselmayr, Werner ; Springer, A.
Author_Institution :
Johannes Kepler Univ., Linz, Austria
Abstract :
Many emerging technologies for wireless networks (WNs) require decentralized synchronization and ranging, i.e., distance estimation between neighboring pairs of nodes. Both tasks are related to each other when they are based on time measurements between nodes. Revealing this connection, we present a mean field (MF) message passing algorithm for cooperative simultaneous ranging and synchronization (CoSRAS), which jointly estimates the internode distances and clock parameters in a fully distributed way. It is shown that the use of the MF method reduces the computation and communication efforts compared to other message passing methods. For MF message exchange between nodes, only broadcast communication is required. Our simulation results demonstrate the equivalence in performance with centralized state-of-the-art joint ranging and synchronization algorithms.
Keywords :
graph theory; message passing; parameter estimation; radio networks; synchronisation; telecommunication computing; CoSRAS; MF message exchange; broadcast communication; clock parameter estimation; communication effort reduction; computation effort reduction; cooperative simultaneous ranging-and-synchronization; decentralized synchronization-and-ranging; factor graph; internode distance estimation; mean field message passing algorithm; wireless networks; Clocks; Distance measurement; Estimation; Message passing; Synchronization; Wireless networks; Distributed Estimation; Factor Graph; Gaussian Message Passing; Mean Field; Network Synchronization; Ranging;
Conference_Titel :
Global Conference on Signal and Information Processing (GlobalSIP), 2013 IEEE
Conference_Location :
Austin, TX
DOI :
10.1109/GlobalSIP.2013.6736945