Title :
Single-Transmission Distributed Detection via Order Statistics
Author :
Braca, Paolo ; Marano, Stefano ; Matta, Vincenzo
Author_Institution :
Appl. Res. Dept., NATO Undersea Res. Center, La Spezia, Italy
fDate :
4/1/2012 12:00:00 AM
Abstract :
Consider a sensor network made of remote nodes connected to a common fusion center. In a recent work, Blum and Sadler proposed the idea of ordered transmissions-sensors with more informative measurements deliver their messages first-and they proved that optimal detection performance can be achieved using only a subset of the measurements available to the system. Taking to one extreme this approach, we show that using only one transmission the detection error can be made as small as desired, provided that the network size n is large enough. Indeed, we design a distributed detection scheme and prove its asymptotic consistency with respect to n, when the decision is made using just one-but the best-out of n collected samples.
Keywords :
sensor fusion; statistical analysis; wireless sensor networks; asymptotic consistency; common fusion center; detection error; optimal detection performance; order statistics; ordered transmissions-sensor; remote nodes; sensor network; single-transmission distributed detection; Convergence; Detectors; Error probability; Manganese; Random variables; Signal to noise ratio; Synchronization; Consistent detection; ordered transmissions; wireless sensor network;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2011.2180720