DocumentCode :
1706574
Title :
State estimation with a remote sensor under limited communication rate
Author :
Battistelli, Giorgio ; Benavoli, Alessio ; Chisci, Luigi
Author_Institution :
Dip.to di Sist. e Inf., Univ. di Firenze, Florence
fYear :
2008
Firstpage :
654
Lastpage :
659
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.
Keywords :
Gaussian processes; discrete time systems; linear systems; state estimation; wireless sensor networks; 2-node network consisting; discrete-time linear Gaussian stochastic dynamical system; limited communication rate; optimal communication strategy; optimal state estimates; remote node S; remote sensor; state estimation; Algorithm design and analysis; Bandwidth; Computer networks; Remote monitoring; Remote sensing; Stability; State estimation; Stochastic systems; Sufficient conditions; Upper bound;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications, Control and Signal Processing, 2008. ISCCSP 2008. 3rd International Symposium on
Conference_Location :
St Julians
Print_ISBN :
978-1-4244-1687-5
Electronic_ISBN :
978-1-4244-1688-2
Type :
conf
DOI :
10.1109/ISCCSP.2008.4537306
Filename :
4537306
Link To Document :
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