Title :
The performance comparison and algorithm analysis of first order EKF, second order EKF and smoother for GPS/DR navigation
Author :
Zhang, Haitao ; Rong, Jian ; Zhong, Xiaochun
Author_Institution :
Sch. of Phys. Electron., Univ. of Elcetronic Sci. & Technol. of China, Chengdu
Abstract :
Several algorithms based on the global positioning system (GPS) and the dead reckoning (DR) are proposed. For comparison purpose, the performance of the GPS/DR integrated navigation system is analyzed with first extended Kalman filter (FEKF), second extended Kalman filter (SEKF) and the Rauch Tung Striebel-smoother (RTS). In this paper, the state models and measurement models of GPS /DR are set up. Furthermore, the GPS/DR integrated navigation system based on the three algorithms is simulated, and the algorithm performance is compared by the simulation results. The numerical emulation demonstrates that the EKF-RTS gives clearly better estimates than the EKF, and the SEKF is superior to the FEKF.
Keywords :
Global Positioning System; Kalman filters; GPS-DR integrated navigation system; Rauch Tung Striebel-smoother; dead reckoning system; first extended Kalman filter; first order EKF; global positioning system; second extended Kalman filter; second order EKF; Algorithm design and analysis; Filtering; Global Positioning System; Intelligent transportation systems; Navigation; Noise measurement; Performance analysis; Sampling methods; Sea measurements; Stability; DR; FEKF; GPS; RTS; SEKF;
Conference_Titel :
Communication Technology, 2008. ICCT 2008. 11th IEEE International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4244-2250-0
Electronic_ISBN :
978-1-4244-2251-7
DOI :
10.1109/ICCT.2008.4716286