Title :
Observing a linear process over analog erasure channels using multiple sensors: Necessary and sufficient conditions for mean-square stability
Author :
Gupta, Vijay ; Martins, Nuno C. ; Baras, John S.
Author_Institution :
Univ. of Maryland Coll. Park, College Park
Abstract :
Consider a discrete-time linear time-invariant process being observed by two sensors, which are connected to an observer via links that can be modeled as erasure channels. If a link transmits successfully then a finite-dimensional vector of real numbers is conveyed from the sensor to the controller. If an erasure event occurs, then any information conveyed over the link is lost. This paper addresses the problem of designing the maps that specify the processing at the sensors and the observer to calculate the minimum mean square error estimate of the state of the process. We derive necessary and sufficient conditions for the existence of maps such that the estimate error is bounded in the second moment sense.
Keywords :
discrete time systems; linear systems; mean square error methods; observers; sensor fusion; stability; analog erasure channel; discrete-time linear time-invariant process; finite-dimensional vector; mean-square stability; minimum mean square error estimate; multiple sensors; observer; Communication channels; Communication system control; Estimation error; Mean square error methods; Observers; Stability; State estimation; Sufficient conditions; USA Councils; Vectors;
Conference_Titel :
Decision and Control, 2007 46th IEEE Conference on
Conference_Location :
New Orleans, LA
Print_ISBN :
978-1-4244-1497-0
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2007.4434290