Title :
Orientation only loop-closing with closed-form trajectory bending
Author :
Dubbelman, Gijs ; Hansen, Peter ; Browning, Brett ; Dias, M. Bernardine
Author_Institution :
Robot. Inst., CMU, Pittsburgh, PA, USA
Abstract :
In earlier work closed-form trajectory bending was shown to provide an efficient and accurate out-of-core solution for loop-closing exactly sparse trajectories. Here we extend it to fuse exactly sparse trajectories, obtained from relative pose estimates, with absolute orientation data. This allows us to close-the-loop using absolute orientation data only. The benefit is that our approach does not rely on the observations from which the trajectory was estimated nor on the probabilistic links between poses in the trajectory. It therefore is highly efficient. The proposed method is compared against regular fusion and an iterative trajectory bending solution using a 5 km long urban trajectory. Proofs concerning optimality of our method are provided.
Keywords :
accelerometers; attitude measurement; distance measurement; gyroscopes; iterative methods; magnetometers; pose estimation; probability; sensor fusion; absolute orientation data; attitude heading reference system; closed-form trajectory bending; exactly sparse trajectory fusing; iterative trajectory bending solution; orientation only loop-closing; pose estimate; probabilistic links; urban trajectory; Acceleration; Iterative methods; Maximum likelihood estimation; Memory management; Trajectory; Uncertainty; Visualization;
Conference_Titel :
Robotics and Automation (ICRA), 2012 IEEE International Conference on
Conference_Location :
Saint Paul, MN
Print_ISBN :
978-1-4673-1403-9
Electronic_ISBN :
1050-4729
DOI :
10.1109/ICRA.2012.6224760