TY - JOUR
T1 - Robust H∞ filtering of Markovian jump stochastic systems with uncertain transition probabilities
AU - Yao, Xiuming
AU - Wu, Ligang
AU - Zheng, Wei Xing
AU - Wang, Changhong
PY - 2011
Y1 - 2011
N2 - This article investigates the problem of robust H∞ filtering for a class of uncertain Markovian stochastic systems. The system under consideration not only contains Itô-type stochastic disturbances and time-varying delays, but also involves uncertainties both in the system matrices and in the mode transition rate matrix. Our aim is to design an H∞ filter such that, for all admissible parameter uncertainties and time-delays, the filtering error system can be guaranteed to be robustly stochastically stable, and achieve a prescribed H∞ disturbance rejection attenuation level. By constructing a proper stochastic Lyapunov-Krasovskii functional and employing the free-weighting matrix technique, sufficient conditions for the existence of the desired filters are established in terms of linear matrix inequalities, which can be readily solved by standard numerical software. Finally, a numerical example is provided to show the utility of the developed approaches.
AB - This article investigates the problem of robust H∞ filtering for a class of uncertain Markovian stochastic systems. The system under consideration not only contains Itô-type stochastic disturbances and time-varying delays, but also involves uncertainties both in the system matrices and in the mode transition rate matrix. Our aim is to design an H∞ filter such that, for all admissible parameter uncertainties and time-delays, the filtering error system can be guaranteed to be robustly stochastically stable, and achieve a prescribed H∞ disturbance rejection attenuation level. By constructing a proper stochastic Lyapunov-Krasovskii functional and employing the free-weighting matrix technique, sufficient conditions for the existence of the desired filters are established in terms of linear matrix inequalities, which can be readily solved by standard numerical software. Finally, a numerical example is provided to show the utility of the developed approaches.
UR - http://handle.uws.edu.au:8081/1959.7/552420
U2 - 10.1080/00207720903513350
DO - 10.1080/00207720903513350
M3 - Article
SN - 0020-7721
VL - 42
SP - 1219
EP - 1230
JO - International Journal of Systems Science
JF - International Journal of Systems Science
IS - 7
ER -