Poster abstract: entropy-based sensor selection for localization
Proceedings of the 1st international conference on Embedded networked sensor systems
Entropy-based sensor selection heuristic for target localization
Proceedings of the 3rd international symposium on Information processing in sensor networks
Wireless sensor networks
Sensor node selection for execution of continuous probabilistic queries in wireless sensor networks
Proceedings of the ACM 2nd international workshop on Video surveillance & sensor networks
The sensor selection problem for bounded uncertainty sensing models
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
A spatial sampling scheme based on innovations diffusion in sensor networks
Proceedings of the 6th international conference on Information processing in sensor networks
Efficient active fusion for decision-making via VOI approximation
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Sensor selection for active information fusion
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Sensor selection via convex optimization
IEEE Transactions on Signal Processing
Innovations diffusion: a spatial sampling scheme for distributed estimation and detection
IEEE Transactions on Signal Processing
Approximate nonmyopic sensor selection via submodularity and partitioning
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
DCOSS'07 Proceedings of the 3rd IEEE international conference on Distributed computing in sensor systems
Efficient sensor selection for active information fusion
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
EURASIP Journal on Wireless Communications and Networking - Special issue on theoretical and algorithmic foundations of wireless ad hoc and sensor networks
Sequential use of wireless sensors for target estimation and tracking
MILCOM'03 Proceedings of the 2003 IEEE conference on Military communications - Volume I
Energy-efficient collaborative tracking in wireless sensor networks
International Journal of Sensor Networks
Sensor selection heuristic in sensor networks
HiPC'05 Proceedings of the 12th international conference on High Performance Computing
Optimal placement and selection of camera network nodes for target localization
DCOSS'06 Proceedings of the Second IEEE international conference on Distributed Computing in Sensor Systems
Information-Driven sensor selection algorithm for kalman filtering in sensor networks
UIC'06 Proceedings of the Third international conference on Ubiquitous Intelligence and Computing
In-situ soil moisture sensing: Optimal sensor placement and field estimation
ACM Transactions on Sensor Networks (TOSN)
On efficient sensor scheduling for linear dynamical systems
Automatica (Journal of IFAC)
Object tracking in the presence of occlusions using multiple cameras: A sensor network approach
ACM Transactions on Sensor Networks (TOSN)
Camera selection for tracking in distributed smart camera networks
ACM Transactions on Sensor Networks (TOSN)
Genetic Algorithm-based Adaptive Optimization for Target Tracking in Wireless Sensor Networks
Journal of Signal Processing Systems
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In this paper we study a dynamic sensor selection method for Bayesian filtering problems. In particular we consider the distributed Bayesian Filtering strategy given in [1] and show that the principle of mutual information maximization follows naturally from the expected uncertainty minimization criterion in a Bayesian filtering framework. This equivalence results in a computationally feasible approach to state estimation in sensor networks. We illustrate the application of the proposed dynamic sensor selection method to both discrete and linear Gaussian models for distributed tracking as well as to stationary target localization using acoustic arrays.