Critical evaluation of extended Kalman filtering and moving-horizon estimation

EL Haseltine, JB Rawlings - Industrial & engineering chemistry …, 2005 - ACS Publications
… In this article, we compare the performance of two such estimators: the extended Kalman
filter (EKF) and moving-horizon estimation (MHE). We outline conditions that lead to the …

Performance evaluation of the extended kalman filter and unscented kalman filter

NBF da Silva, DB Wilson… - … on Unmanned Aircraft …, 2015 - ieeexplore.ieee.org
… Its function is to provide guidance, navigation and control to maintain the UAV in pre-…
evaluation to compare EKF and UKF in different situations. We consider the different filter

Localization performance evaluation of extended Kalman filter in wireless sensors network

R Khan, SU Khan, S Khan, MUA Khan - Procedia Computer Science, 2014 - Elsevier
… with three or four nodes with pre-configured position, and then … distances to the previously
pre-computed nodes positions. On … The EKF is the extended version of Kalman filter to better …

Evaluation of Localization by Extended Kalman Filter, Unscented Kalman Filter, and Particle Filter‐Based Techniques

I Ullah, X Su, J Zhu, X Zhang, D Choi… - … and Mobile Computing, 2020 - Wiley Online Library
… have been investigated in the previous work. However, in this … Extended Kalman Filter (EKF-)
based localization, Unscented Kalman Filter (UKF-) based localization, and Particle Filter (…

A distribution system state estimator based on an extended kalman filter enhanced with a prior evaluation of power injections at unmonitored buses

D Macii, D Fontanelli, G Barchi - Energies, 2020 - mdpi.com
… This paper presents an Extended Kalman Filter (EKF) for Distribution System State Estimation
(DSSE) enhanced with a prior evaluation of the bus power injection variations, as they are …

Evaluation on state of charge estimation of batteries with adaptive extended Kalman filter by experiment approach

R Xiong, H He, F Sun, K Zhao - IEEE Transactions on Vehicular …, 2012 - ieeexplore.ieee.org
… In energy management systems, SoC monitoring is used to prevent the battery from … is
the extended Kalman filter (EKF). It is doubtless that EKF provides the best solution for long-term …

Evaluation of unscented Kalman filter and extended Kalman filter for radar tracking data filtering

J Shen, Y Liu, S Wang, Z Sun - 2014 European Modelling …, 2014 - ieeexplore.ieee.org
filter (UKF), which are both nonlinear filters, we find that the accuracy of the extended
Kalman filtered data image was not ideal for radar tracking data filtering, while UKF can achieve …

Dual extended Kalman filter methods

EA Wan, AT Nelson - Kalman filtering and neural networks, 2001 - Wiley Online Library
… start with a quick review of the EKF for state estimation, followed by a review of EKF weight
… Both the gradient and Hessian are evaluated at the previous value of the weight estimate. …

A critical evaluation and experimental verification of Extended Kalman Filter, Unscented Kalman Filter and Neural State Filter for state estimation of three phase …

S Kumar, J Prakash, P Kanagasabapathy - Applied Soft Computing, 2011 - Elsevier
… present and past output measurement and ɛ(k) is a vector containing the present and past
… functionality to the Kalman gain, where n y and n e are the number of past output and error …

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

MI Ribeiro - Institute for Systems and Robotics, 2004 - academia.edu
… This report presents and derives the Kalman filter and the Extended Kalman filter dynamics.
… sense that to evaluate x(k + 1|k + 1), the Kalman filter only requires the previous estimate, x(k|…