JOURNAL ARTICLE

Robust kalman filtering for continuous time-lag systems with markovian jump parameters

Magdi S. MahmoudPeng Shi

Year: 2003 Journal:   IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications Vol: 50 (1)Pages: 98-105   Publisher: Institute of Electrical and Electronics Engineers

Abstract

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 \nare governed by a finite-state Markov process. We establish \nLMI-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 \ndeveloped theory is illustrated by a numerical example.

Keywords:
Kalman filter Control theory (sociology) Mathematics Covariance Scalar (mathematics) Estimator Applied mathematics Linear system Markov process Robustness (evolution) Riccati equation Computer science Statistics Mathematical analysis Differential equation

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Citation History

Topics

Stability and Control of Uncertain Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence

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