Title :
Distortion sum-rate performance of successive coding strategy in quadratic gaussian CEO problem
Author :
Behroozi, Hamid ; Soleymani, M. Reza
Author_Institution :
Queen´´s Univ., Kingston
fDate :
12/1/2007 12:00:00 AM
Abstract :
We consider a distributed sensor network, modeled by the CEO problem, in which each sensor communicates its observation to the fusion center (FC) using limited transmission rate. Based on the successive coding strategy, we obtain the optimal rate allocation strategy for the Gaussian CEO problem which minimizes the average distortion in the source estimate produced by the FC. This strategy can be simplified in a general parallel sensor network with L sensors by assigning equal rates to sensors if the sum-rate R macr is very large given a fixed L or if L is very large given a fixed R macr.
Keywords :
Gaussian processes; distortion; sensor fusion; wireless sensor networks; distortion sum-rate performance; distributed sensor network; fusion center; optimal rate allocation strategy; parallel sensor network; quadratic gaussian CEO problem; successive coding strategy; Bandwidth; Councils; Decoding; Distortion measurement; Gaussian processes; Mathematics; Rate distortion theory; Sensor fusion; Sensor phenomena and characterization; Statistics;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2007.05824