DocumentCode :
115736
Title :
Steady state Kalman Filter behavior for unstabilizable systems
Author :
Dasgupta, Soura ; Brown, D. Richard ; Wang, Rui
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Iowa, Iowa City, IA, USA
fYear :
2014
fDate :
15-17 Dec. 2014
Firstpage :
4989
Lastpage :
4994
Abstract :
Some important textbooks on Kalman Filters suggest that positive semidefinite solutions to the filtering Algebraic Riccati Equation (ARE) cannot be stabilizing should the underlying state variable realization be unstabilizable. We show that this is false. Questions of uniqueness of positive semidefinite solutions of the ARE are also unresolved in the absence of stabilizability. Yet fundamental performance issues in modern communications systems hinge on Kalman Filter performance absent stabilizability. In this paper we provide a positive semidefinite solution to the ARE for detectable systems that are not stabilizabile and show that it is unique if the only unreachable modes are on the unit circle.
Keywords :
Kalman filters; Riccati equations; stability; ARE; Kalman filter performance; algebraic Riccati equation; communications systems; positive semidefinite solutions; stabilizability; state variable realization; steady state Kalman filter behavior; unstabilizable systems; Asymptotic stability; Eigenvalues and eigenfunctions; Kalman filters; MIMO; Noise; Oscillators; Steady-state; Kalman Filter; Riccati Equation; Stability; Uniqueness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
Type :
conf
DOI :
10.1109/CDC.2014.7040168
Filename :
7040168
Link To Document :
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