Title :
A hybrid localization approach for UAV in GPS denied areas
Author :
Rady, S. ; Kandil, A.A. ; Badreddin, E.
Author_Institution :
Inst. for Comput. Eng., Univ. of Heidelberg, Mannheim, Germany
Abstract :
In this paper, the localization problem of an autonomous unmanned aerial vehicle in case of losing the GPS signal is handled. A vision-based solution approach is proposed consisting of two phases. In the first phase a hybrid map is constructed. Such map consists of a set of reduced features obtained by information-theoretic analysis. This enables faster UAV localization processing without degenerating the accuracy. The features are represented by local descriptors which are additionally tagged with their metric position. The second phase localizes the UAV using the map, which is performed on two scales. A fast and coarse topological location is identified based on matching features of images taken by the camera with the local descriptors information in the map. This guides the UAV in fast and safe emergency homing. A second precise metric position can be estimated in extension with respect to a previously identified topological location and with the aid of the features´ metric position information. This can assist the UAV navigation in case the mission should be completed without interruption despite the GPS signal loss.
Keywords :
Global Positioning System; SLAM (robots); aerospace computing; autonomous aerial vehicles; feature extraction; image matching; image representation; information theory; mobile robots; path planning; robot vision; GPS denied areas; GPS signal loss; UAV localization; UAV navigation; autonomous unmanned aerial vehicle; feature representation; hybrid localization problem; hybrid map; image matching; information-theoretic analysis; safe emergency homing; topological location; vision-based solution approach; Accuracy; Cameras; Feature extraction; Global Positioning System; Helicopters; Measurement; Simultaneous localization and mapping;
Conference_Titel :
System Integration (SII), 2011 IEEE/SICE International Symposium on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4577-1523-5
DOI :
10.1109/SII.2011.6147631