Distributed detection with multiple sensors I. Fundamentals
- 1 January 1997
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in Proceedings of the IEEE
- Vol. 85 (1) , 54-63
- https://doi.org/10.1109/5.554208
Abstract
In this paper basic results on distributed detection are reviewed. In particular we consider the parallel and the serial architectures in some detail and discuss the decision rules obtained from their optimization based an the Neyman-Pearson (NP) criterion and the Bayes formulation. For conditionally independent sensor observations, the optimality of the likelihood ratio test (LRT) at the sensors is established. General comments on several important issues are made including the computational complexity of obtaining the optimal solutions the design of detection networks with more general topologies, and applications to different areas.Keywords
This publication has 43 references indexed in Scilit:
- Distributed detection with multiple sensors I. Advanced topicsProceedings of the IEEE, 1997
- Optimization of decision networks in structured task environmentsIEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans, 1996
- Decentralized Bayesian detection with feedbackIEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans, 1996
- Optimization of detection networks with multiple event structuresIEEE Transactions on Automatic Control, 1994
- Optimal team and individual decision rules in uncertain dichotomous situationsPublic Choice, 1993
- On the performance of serial networks in distributed detectionIEEE Transactions on Aerospace and Electronic Systems, 1993
- Further results on distributed Bayesian signal detectionIEEE Transactions on Information Theory, 1993
- Decision rules for distributed decision networks with uncertaintiesIEEE Transactions on Automatic Control, 1992
- Counterexamples in distributed detectionIEEE Transactions on Information Theory, 1992
- On distributed detection with correlated sensors: two examplesIEEE Transactions on Aerospace and Electronic Systems, 1989