Title :
Robust nonlinear filtering for INS/GPS UAV localization
Author :
Abdelkrim, Nemra ; Aouf, Nabil ; Tsourdos, Antonios ; White, Brian
Author_Institution :
Unit of Control, Polytech. Mil. Sch., Algiers
Abstract :
Unmanned aerial vehicles (UAVs) are increasingly used in military and scientific research. UAVs rely on accurate location information for a variety of purposes including navigation, motion planning and control, and mission completion. UAV INS/GPS localization is generally used based on navigation filter. Extended Kalman filter is largely used to solve the problem of data fusion and localization, however, EKF suffers from the initialization problem and the linearization errors which severely degrade the performance of the UAV localization estimates. In this paper we propose another innovative alternative, which is based on the Hinfin nonlinear filtering to avoid issues linked with classical filtering techniques and getting a significant robustness. This filtering approach is based on the Hinfin robust control theory, results, comparison with the EKF filter and validation on a simulation of a 3D flight scenario are presented.
Keywords :
Global Positioning System; Hinfin control; Kalman filters; aircraft control; inertial navigation; linearisation techniques; nonlinear filters; path planning; remotely operated vehicles; robust control; sensor fusion; 3D flight scenario; Hinfin nonlinear filtering; Hinfin robust control theory; INS/GPS UAV localization; UAV navigation; data fusion; extended Kalman filter; initialization problem; linearization error; mission completion; motion planning; robust nonlinear filtering; unmanned aerial vehicle; Aerospace simulation; Degradation; Filtering theory; Filters; Global Positioning System; Motion control; Navigation; Robust control; Robustness; Unmanned aerial vehicles;
Conference_Titel :
Control and Automation, 2008 16th Mediterranean Conference on
Conference_Location :
Ajaccio
Print_ISBN :
978-1-4244-2504-4
Electronic_ISBN :
978-1-4244-2505-1
DOI :
10.1109/MED.2008.4602149