Title :
Mode-independent H∞ filters for hybrid Markov linear systems
Author :
de Souza, Carlos E. ; Trofino, Alexandre ; Barbosa, Karina A.
Author_Institution :
Dept. of Syst. & Control, Nacional de Computacao Cientifica, Rio de Janeiro, Brazil
Abstract :
This paper addresses the problem of H∞ filtering for continuous-time linear systems with Markovian jumping parameters. The main contribution of the paper is to provide a method for designing an asymptotically stable linear time-invariant H∞ filter for systems where the jumping parameter is not accessible. The cases where the transition rate matrix of the Markov process is either exactly known, or unknown but belongs to a given polytope, are treated. The robust H∞ filtering problem for systems with polytopic uncertain matrices is also considered and a filter design method based on a Lyapunov function that depends on the uncertain parameters is developed. The proposed filter designs are given in terms of linear matrix inequalities.
Keywords :
H/sup /spl infin// control; Markov processes; asymptotic stability; continuous time systems; filtering theory; linear matrix inequalities; linear systems; Lyapunov function; Markovian jumping parameter; asymptotically stable linear time-invariant filter; continuous-time linear system; hybrid Markov linear system; linear matrix inequality; mode-independent H/sub /spl infin// filter; polytopic uncertain matrix; Control systems; Design methodology; Estimation error; Filtering; Linear matrix inequalities; Linear systems; Lyapunov method; Markov processes; Nonlinear filters; Robustness;
Conference_Titel :
Decision and Control, 2004. CDC. 43rd IEEE Conference on
Conference_Location :
Nassau
Print_ISBN :
0-7803-8682-5
DOI :
10.1109/CDC.2004.1428807