State estimation with remote sensors and intermittent transmissions |
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Authors: | G. BattistelliA. Benavoli L. Chisci |
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Affiliation: | a Dipartimento di Sistemi e Informatica, Università di Firenze 50139 Firenze, Italyb Istituto “Dalle Molle” di Studi sull’Intelligenza Artificiale, 6928 Manno-Lugano, Switzerland |
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Abstract: | ![]() This paper deals with the problem of estimating the state of a discrete-time linear stochastic dynamical system on the basis of data collected from multiple sensors subject to a limitation on the communication rate from the remote sensor units. The optimal probabilistic measurement-independent strategy for deciding when to transmit estimates from each sensor is derived. Simulation results show that the derived strategy yields certain advantages in terms of worst-case time-averaged performance with respect to periodic strategies when coordination among sensors is not possible. |
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Keywords: | Networked estimation Sensor fusion Optimal filtering Markov chains |
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