Title :
A distributed randomized algorithm for relative localization in sensor networks
Author :
Ravazzi, Chiara ; Frasca, Paolo ; Ishii, Hiroyuki ; Tempo, Roberto
Author_Institution :
Dept. of Electron. & Telecommun. (DET), Politec. di Torino, Turin, Italy
Abstract :
This paper regards the relative localization problem in sensor networks. We propose for its solution a distributed randomized algorithm, which is based on input-driven consensus dynamics and features pairwise “gossip” communications and updates. Due to the randomness of the updates, the state of this algorithm oscillates in time around a certain limit value. We show that the time-average of the state asymptotically converges, in the mean-square sense, to the least-squares solution of the localization problem. Furthermore, we describe an update scheme ensuring that the time-averaging process is accomplished in a fully distributed way.
Keywords :
least squares approximations; sensors; distributed randomized algorithm; input-driven consensus dynamics; least-squares solution; mean-square sense; pairwise gossip communications; relative localization problem; sensor networks; time-averaging process; Algorithm design and analysis; Convergence; Electronic mail; Estimation; Heuristic algorithms; Oscillators; Vectors;
Conference_Titel :
Control Conference (ECC), 2013 European
Conference_Location :
Zurich