Adaptive filter theory (3rd ed.)
Adaptive filter theory (3rd ed.)
Data Fusion and Sensor Management: A Decentralized Information-Theoretic Approach
Data Fusion and Sensor Management: A Decentralized Information-Theoretic Approach
Wireless sensor networks: a survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
Collaborative in-network processing for target tracking
EURASIP Journal on Applied Signal Processing
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
On the error characteristics of multihop node localization in ad-hoc sensor networks
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Maximum mutual information principle for dynamic sensor query problems
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
IEEE Transactions on Signal Processing
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
Approaches to Multisensor Data Fusion in Target Tracking: A Survey
IEEE Transactions on Knowledge and Data Engineering
A spatial sampling scheme based on innovations diffusion in sensor networks
Proceedings of the 6th international conference on Information processing in sensor networks
Emstar: A software environment for developing and deploying heterogeneous sensor-actuator networks
ACM Transactions on Sensor Networks (TOSN)
Nonmyopic sensor scheduling and its efficient implementation for target tracking applications
EURASIP Journal on Applied Signal Processing
Dynamic mobile agent migration in Wireless Sensor Networks
International Journal of Ad Hoc and Ubiquitous Computing
Journal of Intelligent and Robotic Systems
Detection and Localization Sensor Assignment with Exact and Fuzzy Locations
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor Systems
Efficient active fusion for decision-making via VOI approximation
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
The role of colinearity of sensors in target localization using distance measurements
Proceedings of the 12th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
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
Distributed visual-target-surveillance system in wireless sensor networks
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Tracking mobile target using selected sensors
COMSNETS'09 Proceedings of the First international conference on COMmunication Systems And NETworks
Feasibility analysis on optimal sensor selection in cyber-physical systems
ACC'09 Proceedings of the 2009 conference on American Control Conference
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
Wireless sensor network for volcano environments
ACM SIGBED Review - Special Issue on the 2nd International Workshop on Adaptive and Reconfigurable Embedded Systems (APRES'09)
Energy aware iterative source localization for wireless sensor networks
IEEE Transactions on Signal Processing
Diffusion-based approach to deploying wireless sensor networks
International Journal of Sensor Networks
Sensor scheduling for multiple parameters estimation under energy constraint
MILCOM'06 Proceedings of the 2006 IEEE conference on Military communications
EURASIP Journal on Wireless Communications and Networking - Special issue on theoretical and algorithmic foundations of wireless ad hoc and sensor networks
Energy-efficient collaborative tracking in wireless sensor networks
International Journal of Sensor Networks
Pervasive and Mobile Computing
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
On efficient sensor scheduling for linear dynamical systems
Automatica (Journal of IFAC)
Sensing task assignment via sensor selection for maximum target coverage in WSNs
Journal of Network and Computer Applications
Object tracking in the presence of occlusions using multiple cameras: A sensor network approach
ACM Transactions on Sensor Networks (TOSN)
Ultra wideband indoor positioning system in support of emergency evacuation
Proceedings of the Fifth ACM SIGSPATIAL International Workshop on Indoor Spatial Awareness
Genetic Algorithm-based Adaptive Optimization for Target Tracking in Wireless Sensor Networks
Journal of Signal Processing Systems
Collecting data in ad-hoc networks with reduced uncertainty
Ad Hoc Networks
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We propose an entropy-based sensor selection heuristic for localization. Given 1) a prior probability distribution of the target location, and 2) the locations and the sensing models of a set of candidate sensors for selection, the heuristic selects an informative sensor such that the fusion of the selected sensor observation with the prior target location distribution would yield on average the greatest or nearly the greatest reduction in the entropy of the target location distribution. The heuristic greedily selects one sensor in each step without retrieving any actual sensor observations. The heuristic is also computationally much simpler than the mutual-information-based approaches. The effectiveness of the heuristic is evaluated using localization simulations in which Gaussian sensing models are assumed for simplicity. The heuristic is more effective when the optimal candidate sensor is more informative.