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TSP Volume 67 Issue 5

Recursive Estimation of Dynamic RSS Fields Based on Crowdsourcing and Gaussian Processes

In this paper, we address the estimation of a time-varying spatial field of received signal strength (RSS) by relying on measurements from randomly placed and not very accurate sensors. We employ a radio propagation model where the path loss exponent and the transmitted power are unknown with Gaussian priors whose hyper-parameters are estimated by applying the empirical Bayes method.

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