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.File | Dimensione | Formato | |
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