Title :
To Listen or Not: Distributed Detection with Asynchronous Transmissions
Author :
Pengfei Yang ; Biao Chen
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Syracuse Univ., Syracuse, NY, USA
Abstract :
This letter examines a variation of the canonical distributed detection system: a sensor may overhear other sensors´ transmissions and thus may choose to refine its output in the hope of achieving a better detection performance. We show that while this is indeed possible for the fixed sample size test, asymptotically (in the number of samples) there is no performance gain, as measured by the Kullback-Leibler distance achievable at the fusion center, provided that the observations are conditionally independent. For conditionally dependent observations, however, we demonstrate that asymptotic detection performance may indeed be improved when overhearing is utilized.
Keywords :
probability; sensor fusion; signal detection; Kullback-Leibler distance; asynchronous transmissions; canonical distributed detection system; fixed sample size test; Distribution functions; Materials; Network topology; Time division multiplexing; Topology; Wireless communication; Wireless sensor networks; Detection with side information.; Kullback–Leibler distance; distributed detection;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2365137