DocumentCode
3539412
Title
Square-root Accurate Continuous-Discrete Extended Kalman Filter for target tracking
Author
Kulikova, Maria V. ; Kulikov, Gennady Yu
Author_Institution
CEMAT (Centro de Mat. e Aplic.), Univ. Tec. de Lisboa, Lisbon, Portugal
fYear
2013
fDate
10-13 Dec. 2013
Firstpage
7785
Lastpage
7790
Abstract
The new Accurate Continuous-Discrete Extended Kalman Filter based on an efficient ODE solver with global error control is discussed at large, here. Also, its square-root variant is designed to improve accuracy and robustness for a finite-precision computer arithmetics. Then, it is examined in severe conditions of tackling a seven-dimensional radar tracking problem, where an aircraft executes a coordinated turn. The latter is considered to be a challenging one for testing nonlinear filtering algorithms. Our numerical results confirm that the presented technique is flexible and robust. It treats successfully (and without any additional tuning) the target tracking problem for various initial data and for a range of sampling times.
Keywords
Kalman filters; radar signal processing; target tracking; ODE solver; finite-precision computer arithmetics; global error control; nonlinear filtering algorithm; seven-dimensional radar tracking problem; square-root accurate continuous-discrete extended Kalman filter; square-root variant; Accuracy; Aircraft; Covariance matrices; Equations; Error correction; Kalman filters; Mathematical model;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location
Firenze
ISSN
0743-1546
Print_ISBN
978-1-4673-5714-2
Type
conf
DOI
10.1109/CDC.2013.6761125
Filename
6761125
Link To Document