An interlaced extended Kalman filter

L Glielmo, R Setola, F Vasca - IEEE Transactions on automatic …, 1999 - ieeexplore.ieee.org
An estimation algorithm for a class of discrete time nonlinear systems is proposed. The
system structure we deal with is partitionable into in subsystems, each affine wrt the …

Decomposition of the extended Kalman filter

V Sastry - IEEE Transactions on Automatic Control, 1971 - ieeexplore.ieee.org
The use of the extended Kalman filter as an approximate estimator for the states and
parameters of nonlinear systems is well known. A decomposition is pointed out in this letter …

Asymptotic behavior of the extended Kalman filter as a parameter estimator for linear systems

L Ljung - IEEE Transactions on Automatic Control, 1979 - ieeexplore.ieee.org
The extended Kalman filter is an approximate filter for nonlinear systems, based on first-
order linearization. Its use for the joint parameter and state estimation problem for linear …

Convergence analysis of the extended kalman filter as an observer for nonlinear discrete-time systems

M Boutayeb, H Rafaralahy… - Proceedings of 1995 34th …, 1995 - ieeexplore.ieee.org
In the current paper, a modified version of the extended Kalman filter (EKF), when used as
an observer for nonlinear discrete-time systems, is presented. The approach proposed …

Computationally efficient Kalman filtering for a class of nonlinear systems

AC Charalampidis… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
This paper deals with recursive state estimation for the class of discrete time nonlinear
systems whose nonlinearity consists of one or more static nonlinear one-variable functions …

Convergence analysis of the extended Kalman filter used as an observer for nonlinear deterministic discrete-time systems

M Boutayeb, H Rafaralahy… - IEEE transactions on …, 1997 - ieeexplore.ieee.org
In this paper, convergence analysis of the extended Kalman filter (EKF), when used as an
observer for nonlinear deterministic discrete-time systems, is presented. Based on a new …

On unscented Kalman filtering for state estimation of continuous-time nonlinear systems

S Sarkka - IEEE Transactions on automatic control, 2007 - ieeexplore.ieee.org
This paper considers the application of the unscented Kalman filter (UKF) to continuous-time
filtering problems, where both the state and measurement processes are modeled as …

A heuristic Kalman filter for a class of nonlinear systems

SS Saab - IEEE transactions on automatic control, 2004 - ieeexplore.ieee.org
One of the basic assumptions involved in the" optimality" of the Kalman filter theory is that
the system under consideration must be linear. If the model is nonlinear, a linearization …

On the relative performance of the Kalman and Wiener filters

R Singer, P Frost - IEEE Transactions on automatic Control, 1969 - ieeexplore.ieee.org
Upper and lower bounds on the error covariance matrices of the Kalman and Wiener filters
for linear finite state time-invariant system are derived. These bounds yield a measure of the …

Exact finite-dimensional nonlinear filters

F Daum - IEEE Transactions on Automatic Control, 1986 - ieeexplore.ieee.org
A new nonlinear filter is derived for continuous-time processes with discrete-time
measurements. The filter is exact, and it can be implemented in real time with a …