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
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