Title : ( A novel cubature statistically linearized Kalman filter for fractional-order nonlinear discrete-time stochastic systems )
Authors: Seyyed Hamed Torabi , Naser Pariz , Ali Karimpour ,Access to full-text not allowed by authors
Abstract
In this paper, the state estimation problem for fractional-order nonlinear discrete-time stochastic systems is considered.A new method for the state estimation of fractional nonlinear systems using the statistically linearized method and cubature transform is presented. The fractional extended Kalman filter suffers from two problems. Firstly, the dynamic and measurement models must be differentiable and, secondly, nonlinearity is approximated by neglecting the higher order terms in the Taylor series expansion; by the proposed method in this paper, these problems can be solved using a statistically linearized algorithm for the linearization of fractional nonlinear dynamics and cubature transform for calculating the expected values of the nonlinear functions. The effectiveness of this proposed method is demonstrated through simulation results and its superiority is shown by comparing our method with some other present methods,such as the fractional extended Kalman filter.
Keywords
, Fractional-order nonlinear discrete-time stochastic systems, signal processing and state estimation, Kalman filter, stat-istically linearized, cubature transform@article{paperid:1061687,
author = {Torabi, Seyyed Hamed and Pariz, Naser and Karimpour, Ali},
title = {A novel cubature statistically linearized Kalman filter for fractional-order nonlinear discrete-time stochastic systems},
journal = {Journal of Vibration and Control},
year = {2018},
volume = {24},
number = {24},
month = {December},
issn = {1077-5463},
pages = {5880--5897},
numpages = {17},
keywords = {Fractional-order nonlinear discrete-time stochastic systems; signal processing and state estimation; Kalman filter; stat-istically linearized; cubature transform},
}
%0 Journal Article
%T A novel cubature statistically linearized Kalman filter for fractional-order nonlinear discrete-time stochastic systems
%A Torabi, Seyyed Hamed
%A Pariz, Naser
%A Karimpour, Ali
%J Journal of Vibration and Control
%@ 1077-5463
%D 2018