Title :
H-Infinity Filtering for Nonlinear Stochastic Systems
Author :
Berman, Nadav ; Shaked, Uri
Author_Institution :
Dept. of Mechanical Eng., Ben-Gurion Univ. of the Negev, Beer-Sheva
Abstract :
In this paper we develop an Hinfin filtering theory, from the dissipation point of view, for a large class of time-continuous stochastic nonlinear systems. In particular, we use the notion of stochastic dissipative systems analogously to the familiar notion of dissipation associated with deterministic systems and utilize it as a basis for the development of our theory. We first establish a connection between what is called the l2-gain property and the solution to a certain Hamilton-Jacobi inequalities (HJI), that may be viewed as a bounded real lemma for stochastic nonlinear systems. The infinite time horizon is also considered, where for this case we synthesize a worst case based stable filter which operates on the observation. Stability in this case is taken to be both in the mean-square sense and in probability. The problem of robust filtering is considered in the case of norm-bounded uncertainties. A solution is then derived in terms of linear matrix inequalities
Keywords :
Hinfin control; Jacobian matrices; continuous time systems; filtering theory; infinite horizon; linear matrix inequalities; nonlinear control systems; probability; stability; stochastic systems; uncertain systems; Hinfin filtering; Hamilton-Jacobi inequalities; infinite time horizon; l2-gain property; linear matrix inequalities; mean-square sense; nonlinear stochastic systems; norm-bounded uncertainties; probability; stability; stable filter; stochastic dissipative systems; time-continuous systems; Filtering theory; Filters; H infinity control; Nonlinear systems; Robustness; Stability; Stochastic processes; Stochastic resonance; Stochastic systems; Uncertainty;
Conference_Titel :
Intelligent Control, 2005. Proceedings of the 2005 IEEE International Symposium on, Mediterrean Conference on Control and Automation
Conference_Location :
Limassol
Print_ISBN :
0-7803-8936-0
DOI :
10.1109/.2005.1467108