Title
Optimal estimation over unreliable communication links with application to cognitive radio
Abstract
This paper considers state estimation of linear stochastic discrete-time systems through an unreliable network. Packet losses from the sensor to the estimator are assumed to follow a Bernoulli distribution, while information loss is not assumed to be available at the receiver at any time. The optimal estimator provides a satisfactory estimate under unreliable communications as the estimator is used successfully in a linear quadratic Gaussian (LQG) controller to stabilize an inverted pendulum system, and comparison with an optimal estimator for which information loss at the receiver is available. The optimal estimator for a cognitive radio system is derived. Cognitive radio is an emerging technology with many promising applications. Cognitive radio can be considered as a combination of packet loss with and without acknowledgement in the dynamical model. An illustrative example shows that the optimal estimator improves the performance largely.
Year
DOI
Venue
2009
10.1109/CDC.2009.5400362
CDC
Keywords
Field
DocType
statistical distributions,radio links,stochastic systems,linear quadratic gaussian control,cognitive radio,state estimation,inverted pendulum system stabilization,receiver,bernoulli distribution,linear stochastic discrete-time systems,unreliable communication links,sensor,optimal estimation,pendulums,nonlinear control systems,packet loss,linear quadratic gaussian controller,discrete time systems,radio receivers,linear systems,telecommunication control,stability,information loss,mathematical model,inverted pendulum,kalman filters,strontium,sensors,emerging technology,estimation,linear quadratic gaussian
Mathematical optimization,Linear system,Linear-quadratic-Gaussian control,Control theory,Computer science,Minimax estimator,Network packet,Packet loss,Optimal estimation,Cognitive radio,Estimator
Conference
ISSN
ISBN
Citations 
0191-2216 E-ISBN : 978-1-4244-3872-3
978-1-4244-3872-3
3
PageRank 
References 
Authors
0.59
12
5
Name
Order
Citations
PageRank
Xiao Ma1527.33
Seddik M. Djouadi221642.08
Teja P. Kuruganti333.30
James J. Nutaro44310.11
Husheng Li590294.77