Robust Kalman filtering for continuous time-lag systems with Markovian jump parameters

被引:151
作者
Mahmoud, MS [1 ]
Shi, P
机构
[1] United Arab Emirates Univ, Coll Engn, Al Ain, U Arab Emirates
[2] Arab Acad Sci & Technol, Fac Engn, Alexandria, Egypt
[3] Def Sci & Technol Org, Lab Operat Div, Edinburgh, SA 5111, Australia
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2003年 / 50卷 / 01期
关键词
bounded uncertainties; Kalman filter; linear matrix inequalities (LMIs); Markovian jump parameters; time-lag systems;
D O I
10.1109/TCSI.2002.807504
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The problem of continuous-time Kalman filtering for a class of linear, uncertain time-lag systems with randomly jumping parameters is considered. The parameter uncertainties are norm bounded and the transitions of the jumping parameters are governed by a finite-state Markov process. We establish LMI-based sufficient conditions for stochastic stability. The conditions under which a linear delay-less state estimator guarantees that the estimation error covariance lies within a prescribed bound for all admissible uncertainties are investigated. It is established that a robust Kalman filter algorithm can be determined in terms of two Riccati equations involving scalar parameters. The developed theory is illustrated by a numerical example.
引用
收藏
页码:98 / 105
页数:8
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