Optimization of distributed detection networks with tree structures
Proceedings of the Fifth International Conference on Information Fusion. FUSION 2002. (IEEE Cat.No.02EX5997) - Tập 1 - Trang 164-169 vol.1
Tóm tắt
This paper considers the optimization of tree networks consisting of N nodes under Bayesian criterion. To optimize the system performance, the decision rules at each node must be optimized simultaneously. When the sensors are conditionally independent, it can be shown that the optimal decision rules at each node can be reduced to likelihood ratio tests, and the necessary conditions for the optimum decision thresholds are obtained. Since the parallel and serial detection networks are special cases of tree networks, it is also shown that the results obtained for the tree networks can be easily modified to give the specific results regarding the parallel and serial networks, which agree with the results obtained earlier for these two structures.
Từ khóa
#Tree data structures #Testing #Sensor fusion #Bayesian methods #Sensor systems #System performance #Design optimization #Tree graphs #Costs #Telecommunication network reliabilityTài liệu tham khảo
xiang, 2002, On optimum distributed detection and robustness of system performance, Proc 5th Int l Conf Information Fusion, 10.1109/ICIF.2002.1021145
xiang, 2001, Distributed detection under bayesian criterion: Part ii- serial structure, Proc Int l Conf Information Fusion
10.1109/21.214779
10.1109/21.120057
tsitsiklis, 1993, Decentralized detection, Advances in Statistical Signal Processing, 2, 297
10.1109/TAES.1987.310915
papastavrou, 1991, Distributed detection by a large team of sensors in tandem, IEEE Trans Aerospace Electron Syst, aes 28, 639
10.1109/TAES.1987.313355
10.1109/TAES.1986.310699
10.1109/TAES.1981.309178
xiang, 2000, Global optimization for distributed detection system under the constraint of likelihood ratio quantizers, Proc 3rd Int Conf Inform Fusion
10.1109/18.490562
10.1109/18.135646
varshney, 1996, Distributed Detection and Data Fusion
10.1109/18.42208
xiang, 2000, Global optimization for distributed and quantized bayesian detection system, Proc 3"1 Conf on Info Fusion
xiang, 2001, Distributed detection under bayesian criterion: Part i~parallel structure, Proc 4th int'L Conf Information Fusion Montreal
