Title :
An adaptive U-D factorized extended Kalman filter and its application to flight path reconstruction
Author :
Hongcai, Zhang ; Youmin, Zhang ; Zhibin, He ; Jingchao, Lu
Author_Institution :
Dept. of Automatic Control, Northwestern Polytech. Univ., Xi´´an, China
Abstract :
A new adaptive U-D factorized extended Kalman filtering algorithm is proposed in this paper. The new algorithm may not only improve the estimation precision, numerical stability and computational efficiency of the adaptive extended Kalman filter, but also efficiently prevent the divergence of an adaptive Kalman filter for nonlinear systems with unknown noise statistics. Furthermore, the proposed adaptive U-D factorized extended Kalman filter is applied to the flight path reconstruction (FPR) of aircraft and a new robust adaptive real-time flight path reconstruction is presented. Simulation and actual flight test data computation show that the new algorithm proposed in this paper is both robust and effective
Keywords :
Kalman filters; State estimation; adaptive filters; air traffic computer control; filtering and prediction theory; nonlinear control systems; real-time systems; state estimation; adaptive U-D factorized extended Kalman filter; air traffic computer control; aircraft; algorithm; flight path reconstruction; nonlinear systems; real-time; state estimation; Aerospace simulation; Aircraft; Computational efficiency; Computational modeling; Filtering algorithms; Kalman filters; Noise robustness; Nonlinear systems; Numerical stability; Statistics;
Conference_Titel :
Industrial Electronics, 1992., Proceedings of the IEEE International Symposium on
Conference_Location :
Xian
Print_ISBN :
0-7803-0042-4
DOI :
10.1109/ISIE.1992.279615