Title :
Robust H2 filtering for a class of systems with stochastic nonlinearities
Author :
Yang, Fuwen ; Wang, Zidong ; Ho, Daniel W C ; Liu, Xiaohui
Author_Institution :
Dept. of Electr. Eng., Fuzhou Univ., China
fDate :
3/1/2006 12:00:00 AM
Abstract :
This paper addresses the robust H2 filtering problem for a class of uncertain discrete-time nonlinear stochastic systems. The nonlinearities described by statistical means in this paper comprise some well-studied classes of nonlinearities in the literature. A technique is developed to tackle the matrix trace terms resulting from the nonlinearities, and the well-known S-procedure technique is adopted to cope with the uncertainties. A unified framework is established to solve the addressed robust H2 filtering problem by using a linear matrix inequality approach. A numerical example is provided to illustrate the usefulness of the proposed method.
Keywords :
discrete time filters; filtering theory; linear matrix inequalities; nonlinear systems; robust control; stochastic systems; LMI; S-procedure technique; deterministic uncertainty; linear matrix inequality; robust H2 filtering; stochastic nonlinearities; uncertain discrete-time nonlinear stochastic systems; Covariance matrix; Filtering; Linear matrix inequalities; Noise robustness; Nonlinear filters; Riccati equations; Stochastic resonance; Stochastic systems; Uncertain systems; Uncertainty; Deterministic uncertainty; linear matrix inequality (LMI); robust; stochastic nonlinearity;
Journal_Title :
Circuits and Systems II: Express Briefs, IEEE Transactions on
DOI :
10.1109/TCSII.2005.858492