[PDF][PDF] Kalman and extended kalman filters: Concept, derivation and properties

MI Ribeiro - Institute for Systems and Robotics, 2004 - academia.edu
… the Kalman filter and the Extended Kalman filter dynamics. The general filtering problem is
… This section presents basic results on the estimation of a random parameter vector based …

[PDF][PDF] Extended kalman filter tutorial

GA Terejanu - University at Buffalo, 2008 - homes.cs.washington.edu
… Our goal is to approximate the best unbiased estimate, in … Like in the standard Kalman
Filter we find out Kk by minimizing … The IEKF tries to linearize it about the most recent estimate, …

Dual extended Kalman filter methods

EA Wan, AT Nelson - Kalman filtering and neural networks, 2001 - Wiley Online Library
… as the joint extended Kalman filter. … state filter estimates the state using the current model
estimate ewk, while the EKF weight filter estimates the weights using the current state estimate

Extended Kalman filter vs. error state Kalman filter for aircraft attitude estimation

V Madyastha, V Ravindra, S Mallikarjunan… - … , Navigation, and Control …, 2011 - arc.aiaa.org
… The Kalman filter (KF) is the optimal estimator that minimizes … Kalman filter implementations
called extended Kalman filters … and then designing the Kalman filter gain for the linearized …

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
filtering is an important and wellstudied field of estimation … , among which perhaps the
extended Kalman filter (EKF) is the … and on the use of linear estimation theory (the Kalman filter). …

Dual extended Kalman filter for vehicle state and parameter estimation

TA Wenzel, KJ Burnham, MV Blundell… - Vehicle system …, 2006 - Taylor & Francis
estimator, which can be used for combined estimation of vehicle states and parameters. The
estimator is realised using the dual extended Kalman filter (… of two Kalman filters running in …

How to not make the extended Kalman filter fail

R Schneider, C Georgakis - Industrial & Engineering Chemistry …, 2013 - ACS Publications
… Numerical robustness of extended Kalman filtering based state estimation in ill‐conditioned
continuous‐discrete nonlinear stochastic chemical systems. International Journal of Robust …

Bayesian filtering techniques: Kalman and extended Kalman filter basics

J Mochnac, S Marchevsky… - 2009 19th international …, 2009 - ieeexplore.ieee.org
… to estimate lost motion vectors [3], [4]. For recursive nonlinear estimation problem is extended
Kalman filter … 4 for extended Kalman filter we can see that Kalman filter gives better results …

Critical evaluation of extended Kalman filtering and moving-horizon estimation

EL Haseltine, JB Rawlings - Industrial & engineering chemistry …, 2005 - ACS Publications
… of samples required to reconstruct a point estimate within a given relative error increases …
the estimation properties of both the extended Kalman filter and moving-horizon estimation

Parameter estimation method using an extended Kalman filter

ED Blanchard, A Sandu, C Sandu - 2007 - ro.uow.edu.au
… This paper applies the polynomial chaos theory to the problem of parameter estimation,
using direct stochastic collocation and an approach based on the Extended Kalman Filter (EKF). …