The CEO problem [multiterminal source coding]
IEEE Transactions on Information Theory
The rate-distortion function for the quadratic Gaussian CEO problem
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory
IEEE Journal on Selected Areas in Communications
On the optimal distribution of sensors in a random field
ACM Transactions on Sensor Networks (TOSN)
Coverage and Reliability of Randomly Distributed Sensor Systems with Heterogeneous Detection Range
International Journal of Distributed Sensor Networks
Implementing time series identification methodology using wireless sensor networks
WSEAS Transactions on Computers
Optimal nonuniform deployment of sensors for distributed detection in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
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In this paper, we study the optimal way of distributing sensors in a random field to minimize the estimation distortion. We show that this problem is equivalent to certain problems in optimal sampling design and multiterminal source coding. In our model, we partition the field into cells within which the observations are assumed to be the same. A number of identical sensors that can report the observed data to the fusion center at communication rate ¢R are to be allocated to cells so that the distortion achieved at the fusion center is minimized. We find optimal solutions for the Gaussian, binary and simplified Gaussian vector cases.