Title :
Error-Constrained Filtering for a Class of Nonlinear Time-Varying Delay Systems With Non-Gaussian Noises
Author :
Wei, Guoliang ; Wang, Zidong ; Shen, Bo
Author_Institution :
Sch. of Inf. Sci. & Technol., Donghua Univ., Shanghai, China
Abstract :
In this technical note, the quadratic error-constrained filtering problem is formulated and investigated for discrete time-varying nonlinear systems with state delays and non-Gaussian noises. Both the Lipschitz-like and ellipsoid-bounded nonlinearities are considered. The non-Gaussian noises are assumed to be unknown, bounded, and confined to specified ellipsoidal sets. The aim of the addressed filtering problem is to develop a recursive algorithm based on the semi-definite programme method such that, for the admissible time-delays, nonlinear parameters and external bounded noise disturbances, the quadratic estimation error is not more than a certain optimized upper bound at every time step. The filter parameters are characterized in terms of the solution to a convex optimization problem that can be easily solved by using the semi-definite programme method. A simulation example is exploited to illustrate the effectiveness of the proposed design procedures.
Keywords :
Gaussian noise; delay systems; discrete systems; nonlinear filters; nonlinear systems; optimisation; time-varying systems; Lipschitz like nonlinearity; delay system; discrete system; ellipsoid bounded nonlinearity; error constrained filtering; external bounded noise disturbance; filtering problem; non Gaussian noise; nonlinear system; optimization problem; quadratic error constrained filtering problem; quadratic estimation error; recursive algorithm; semidefinite programme method; state delay; time varying system; Algorithm design and analysis; Noise; Nonlinear systems; Optimization; Symmetric matrices; Time varying systems; Upper bound; Non-Gaussian noises; nonlinear filtering; quadratic error constraints; semi-definite programme method; time delays; time-varying systems;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2010.2073311