Optimal bandwidth assignment for distributed sequential detection
Proceedings of the Fifth International Conference on Information Fusion. FUSION 2002. (IEEE Cat.No.02EX5997) - Tập 2 - Trang 1550-1556 vol.2
Tóm tắt
In this paper, distributed sequential detection problems with quantized observations are investigated. The observations available at each sensor am first compressed to multi-bit sensor decisions (soft decisions) and sent to the fusion center. At the fusion center, a sequential data fusion scheme is implemented in order to reach a global decision. Optimal bandwidth distribution among sensors is considered under communication constraints as well as under a generalized cost formulation. A system optimization algorithm is developed, including optimal fusion center design and optimal local quantizer design, for the minimization of the average sample number, given prespecified values of the probabilities of false alarm and miss. Simulations of the algorithm show that this approach succeeds in effective optimal bandwidth assignment.
Từ khóa
#Bandwidth #Cost function #Sequential analysis #Sensor fusion #Sensor systems #Frequency selective surfaces #Design optimization #Algorithm design and analysis #Quantization #System performanceTài liệu tham khảo
10.1109/5.554209
10.1109/5.554208
10.1007/978-1-4612-1904-0
10.1287/mnsc.13.3.210
al-ibrahim, 1989, On distributed sequential hypothesis testing
10.1214/aoms/1177730197
10.1049/ip-rsn:20010146
10.1109/18.923756
cheng, 0, M S Thesis in Progress
10.1109/18.212274
siegmund, 1985, Sequential Analysis Tests and Confidence Intervals
10.1137/1.9781611970302