Discrete approximation of nonlinear filtering for stochastic delay equations

This paper deals with discrete–time approximation of nonlinear filtering problems in which both the state and observation processes are described by stochastic delay equations. The approach consists in approximating the original problem by Euler–type discrete–time model for which an optimal filter can be obtained by an explicit recursive procedure. The validity of the approach is substantiated by verifying the weak convergence of the approximating model to our original problem

[1]  Filter Stability for Stochastic Evolution Equations , 1977 .

[2]  A. Lindquist A theorem on duality between estimation and control for linear stochastic systems with time delay , 1972 .

[3]  W. Runggaldier,et al.  Continuous-time approximations for the nonlinear filtering problem , 1981 .

[4]  I. V. Girsanov On Transforming a Certain Class of Stochastic Processes by Absolutely Continuous Substitution of Measures , 1960 .

[5]  Arunabha Bagchi,et al.  A martingale approach to state estimation in delay-differential systems , 1976 .

[6]  M. Zakai On the optimal filtering of diffusion processes , 1969 .

[7]  Wolfgang J. Runggaldier,et al.  An approximation for the nonlinear filtering problem, with error bound † , 1985 .

[8]  Norbert Christopeit Discrete Approximation of Continuous Time Stochastic Control Systems , 1983 .

[9]  W. Runggaldier,et al.  An approach to discrete-time stochastic control problems under partial observation , 1987 .

[10]  K. Parthasarathy,et al.  Probability measures on metric spaces , 1967 .

[11]  Wolfgang J. Runggaldier,et al.  On measure transformations for combined filtering and parameter estimation in discrete time , 1982 .

[12]  H. Kwakernaak,et al.  Optimal filtering in linear systems with time delays , 1967, IEEE Transactions on Automatic Control.

[13]  Mark H. A. Davis New approach to filtering for nonlinear systems , 1981 .

[14]  Harold J. Kushner,et al.  On the stability of processes defined by stochastic difference-differential equations. , 1968 .

[15]  K. Parthasarathy PROBABILITY MEASURES IN A METRIC SPACE , 1967 .

[16]  Alan S. Willsky,et al.  Estimation and filter stability of stochastic delay systems , 1978 .

[17]  H. Kushner On the Existence of Optimal Stochastic Controls , 1965 .

[18]  Kiyosi Itô,et al.  ON STATIONARY SOLUTIONS OF A STOCHASTIC DIFFERENTIAL EQUATION. , 1964 .

[19]  Richard B. Vinter,et al.  Filtering for Linear Stochastic Hereditary Differential Systems , 1975 .

[20]  G. Kallianpur Stochastic Filtering Theory , 1980 .

[21]  G. Kallianpur,et al.  Arbitrary system process with additive white noise observation errors , 1968 .

[22]  P. Billingsley,et al.  Convergence of Probability Measures , 1969 .

[23]  Anders Lindquist,et al.  Optimal control of linear stochastic systems with applications to time lag systems , 1973, Inf. Sci..

[24]  Ioannis Karatzas,et al.  On the Relation of Zakai’s and Mortensen’s Equations , 1983 .

[25]  Filtering of diffusions controlled through their conditional measures , 1981 .