This paper deals with the problem of estimating the state of a discrete-time linear Gaussian stochastic dynamical system subject to a limitation on the communication rate from the remote sensor unit. More specifically, the attention is devoted to a 2-node network consisting of: (1) a remote node S which collects measurements of the given system, computes optimal state estimates at the full measurement rate and transmits them at a reduced communication rate; (2) a local node F that, based on received estimates, provides an estimate of the system state at the full rate. A measurement-independent strategy for deciding when transmitting estimates from S to F will be considered. Sufficient conditions for the boundedness of the state covariance at node F will be given. Further, it will be shown that the optimal communication strategy for a given rate is characterized by an upper bound on the time between consecutive transmissions.

State estimation with a remote sensor under limited communication rate / G. Battistelli; A. Benavoli; L. Chisci. - STAMPA. - (2008), pp. 654-659. (Intervento presentato al convegno 3rd International Symposium on Communications, Control, and Signal Processing, ISCCSP 2008 tenutosi a St. Julians, Malta) [10.1109/ISCCSP.2008.4537306].

State estimation with a remote sensor under limited communication rate

BATTISTELLI, GIORGIO;BENAVOLI, ALESSIO;CHISCI, LUIGI
2008

Abstract

This paper deals with the problem of estimating the state of a discrete-time linear Gaussian stochastic dynamical system subject to a limitation on the communication rate from the remote sensor unit. More specifically, the attention is devoted to a 2-node network consisting of: (1) a remote node S which collects measurements of the given system, computes optimal state estimates at the full measurement rate and transmits them at a reduced communication rate; (2) a local node F that, based on received estimates, provides an estimate of the system state at the full rate. A measurement-independent strategy for deciding when transmitting estimates from S to F will be considered. Sufficient conditions for the boundedness of the state covariance at node F will be given. Further, it will be shown that the optimal communication strategy for a given rate is characterized by an upper bound on the time between consecutive transmissions.
2008
Proceedings 3rd International Symposium on Communications, Control, and Signal Processing
3rd International Symposium on Communications, Control, and Signal Processing, ISCCSP 2008
St. Julians, Malta
G. Battistelli; A. Benavoli; L. Chisci
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/348431
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