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
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;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6761125