Title :
Sequential 3D-SLAM for mobile action planning
Author :
Kohlhepp, Peter ; Pozzo, Paola ; Walther, Marcus ; Dillmann, Rüdiger
Author_Institution :
Forschungszentrum Karlsruhe in der Helmholtz-Gemeinschaft, Institut fur Angewandte Informatik Postfach, Karlsruhe, Germany
fDate :
28 Sept.-2 Oct. 2004
Abstract :
Reliable mapping and self-localization in three dimensions while moving is essential to survey inaccessible work spaces or to inspect technical plants autonomously. Our solution to this 3D SLAM problem is novel in several respects. First, a new rotating laser-scanning setup is presented for acquiring point clouds and reducing them to surface patches in real time. Second, the SLAM algorithms work entirely on highly reduced, attributed surface models and in 3D. Third, we propose a novel system architecture of an extended Kalman filter (EKF) for 3D position tracking, cooperating with a 3D range image understanding system for matching, aligning, and integrating overlapping range views. The system is demonstrated by an indoor exploration tour.
Keywords :
Kalman filters; computerised navigation; image matching; industrial plants; industrial robots; inspection; intelligent robots; mobile robots; nonlinear filters; robot vision; tracking; 3D position tracking; 3D range image understanding system; extended Kalman filter; indoor exploration tour; mobile action planning; rotating laser-scanning setup; sequential 3D-SLAM; simultaneous localization and mapping; Chemical lasers; Clouds; Inspection; Intelligent robots; Laser modes; Matched filters; Simultaneous localization and mapping; Space exploration; Surface emitting lasers; Thermal stresses;
Conference_Titel :
Intelligent Robots and Systems, 2004. (IROS 2004). Proceedings. 2004 IEEE/RSJ International Conference on
Print_ISBN :
0-7803-8463-6
DOI :
10.1109/IROS.2004.1389438