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State estimation with remote sensors and intermittent transmissions
Authors:G. BattistelliA. Benavoli  L. Chisci
Affiliation:
  • a Dipartimento di Sistemi e Informatica, Università di Firenze 50139 Firenze, Italy
  • b Istituto “Dalle Molle” di Studi sull’Intelligenza Artificiale, 6928 Manno-Lugano, Switzerland
  • 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.
    Keywords:Networked estimation   Sensor fusion   Optimal filtering   Markov chains
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