DocumentCode :
2277008
Title :
Optimal filtering for polynomial system states with polynomial multiplicative noise
Author :
Basin, Michael ; Perez, Joel ; Skliar, Mikhail
Author_Institution :
Dept. of Phys. & Math. Sci., Autonomous Univ. of Nuevo Leon
fYear :
2006
fDate :
14-16 June 2006
Abstract :
In this paper, the optimal filtering problem for polynomial system states with polynomial multiplicative noise over linear observations is treated proceeding from the general expression for the stochastic Ito differential of the optimal estimate and the error variance. As a result, the Ito differentials for the optimal estimate and error variance corresponding to the stated filtering problem are first derived. The procedure for obtaining a closed system of the filtering equations for any polynomial state with polynomial multiplicative noise over linear observations is then established, which yields the explicit closed form of the filtering equations in the particular cases of of a linear state equation with linear multiplicative noise and a bilinear state equation with bilinear multiplicative noise. In the example, performance of the designed optimal filter is verified for a quadratic state with a quadratic multiplicative noise over linear observations against the optimal filter for a quadratic state with a state-independent noise and a conventional extended Kalman-Bucy filter
Keywords :
Kalman filters; filtering theory; noise; optimal control; polynomials; stochastic systems; Kalman-Bucy filter; bilinear multiplicative noise; bilinear state equation; explicit closed form; filtering equations; linear state equation; optimal filtering; polynomial multiplicative noise; polynomial system states; quadratic multiplicative noise; quadratic state; stochastic Ito differential; Filtering; Genetic expression; Indium tin oxide; Nonlinear equations; Nonlinear filters; Polynomials; Riccati equations; State estimation; Stochastic resonance; Stochastic systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 2006
Conference_Location :
Minneapolis, MN
Print_ISBN :
1-4244-0209-3
Electronic_ISBN :
1-4244-0209-3
Type :
conf
DOI :
10.1109/ACC.2006.1656448
Filename :
1656448
Link To Document :
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