DocumentCode
2409266
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
fYear
2012
fDate
14-18 May 2012
Firstpage
815
Lastpage
821
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation (ICRA), 2012 IEEE International Conference on
Conference_Location
Saint Paul, MN
ISSN
1050-4729
Print_ISBN
978-1-4673-1403-9
Electronic_ISBN
1050-4729
Type
conf
DOI
10.1109/ICRA.2012.6224760
Filename
6224760
Link To Document