Robust H/sub 2/ filtering for a class of systems with stochastic nonlinearities

This paper addresses the robust H/sub 2/ 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 H/sub 2/ filtering problem by using a linear matrix inequality approach. A numerical example is provided to illustrate the usefulness of the proposed method.

[1]  Fuwen Yang,et al.  Robust Kalman filtering for discrete time-varying uncertain systems with multiplicative noises , 2002, IEEE Trans. Autom. Control..

[2]  E. Yaz Linear Matrix Inequalities In System And Control Theory , 1998, Proceedings of the IEEE.

[3]  Lihua Xie,et al.  Robust filtering under stochastic parametric uncertainties , 2004, Autom..

[4]  David Zhang,et al.  Improved robust H2 and Hinfinity filtering for uncertain discrete-time systems , 2004, Autom..

[5]  Edwin Engin Yaz,et al.  On LMI formulations of some problems arising in nonlinear stochastic system analysis , 1999, IEEE Trans. Autom. Control..

[6]  Dong Yue,et al.  Delay-dependent exponential stability of stochastic systems with time-varying delay, nonlinearity, and Markovian switching , 2005, IEEE Transactions on Automatic Control.

[7]  E. Jury,et al.  ALMOST SURE BOUNDEDNESS OF RANDOMLY SAMPLED SYSTEMS , 1971 .

[8]  James Lam,et al.  Exponential filtering for uncertain Markovian jump time-delay systems with nonlinear disturbances , 2004, IEEE Transactions on Circuits and Systems II: Express Briefs.

[9]  Fan Wang,et al.  Robust steady-state filtering for systems with deterministic and stochastic uncertainties , 2003, IEEE Trans. Signal Process..

[10]  Huijun Gao,et al.  Comments and further results on "A descriptor system approach to H∞ control of linear time-delay systems" , 2003, IEEE Trans. Autom. Control..

[11]  Willem L. De Koning,et al.  Optimal estimation of linear discrete-time systems with stochastic parameters , 1984, at - Automatisierungstechnik.

[12]  D. Jacobson A general result in stochastic optimal control of nonlinear discrete-time systems with quadratic performance criteria , 1974 .