Title :
Robust Scheduling Filter Design for a Class of Nonlinear Stochastic Poisson Signal Systems
Author :
Bor-Sen Chen ; Chien-Feng Wu
Author_Institution :
Dept. of Electr. Eng., Nat. Tsing Hua Univ., Hsinchu, Taiwan
Abstract :
Nonlinear dynamic systems may suffer from both continuous Wiener noise and discontinuous Poisson noise. This paper studies a robust filter design for a class of nonlinear stochastic Poisson signal systems with external disturbances. Currently, there are no good filtering design methods to treat the discontinuous Poisson noise filter problem. Based on the Ito-Levy formula, a robust H∞ filter design is proposed for nonlinear stochastic Poisson signal systems by solving a Hamilton-Jacobi inequality (HJI) for the robust filter design of a nonlinear stochastic Poisson signal system. However, such an HJI is difficult to solve. Hence, this study employs the Polytopic Linear Model(PLM) scheduling scheme to approximate this HJI by a set of linear matrix inequalities(LMIs) so that the H∞ robust filter design problem for a nonlinear stochastic Poisson signal system can be simplified. The optimal H∞ robust scheduling filter design problem for the nonlinear stochastic Poisson signal system is also discussed. Since the PLM interpolation method transforms the HJI-constrained optimization problem into an LMI-constrained optimization problem which can be efficiently solved using the LMI toolbox in MATLAB, an optimal filtering level γ* (the minimum value of the filtering error-to-noise ratio in a mean square sense) can be achieved. Finally, a simulation example of a robust trajectory estimation problem in an anti-tactical ballistic missile radar system with discontinuous random maneuvering jets is given to illustrate the design procedure and to confirm the estimation performance of the proposed H∞ robust scheduling filter.
Keywords :
H∞ filters; Jacobian matrices; Wiener filters; interpolation; linear matrix inequalities; missiles; radar signal processing; scheduling; stochastic processes; stochastic programming; H∞ filter; HJI-constrained optimization problem; Hamilton-Jacobi inequality; Ito-Levy formula; LMI-constrained optimization problem; PLM interpolation method; PLM scheduling scheme; antitactical ballistic missile radar system; continuous Wiener noise; discontinuous Poisson noise; discontinuous random maneuvering; filtering error-to-noise ratio; linear matrix inequalities; nonlinear dynamic system; nonlinear stochastic poisson signal system; polytopic linear model scheduling scheme; robust scheduling filter design; Asymptotic stability; Estimation; Noise; Robustness; Stochastic processes; Stochastic systems; Symmetric matrices; Hamilton-Jacobi inequality (HJI); Poisson jump system; linear matrix inequality (LMI); polytopic linear model (PLM) scheduling; robust scheduling filter;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2015.2465305