Prediction of the scene quality for stereo vision-based autonomous navigation

被引:3
作者
Roggeman, Helene [1 ]
Marzat, Julien [1 ]
Bernard-Brunel, Anthelme [1 ]
Le Besnerais, Guy [1 ]
机构
[1] Off Natl Etud & Rech Aerosp, F-91123 Palaiseau, France
来源
IFAC PAPERSONLINE | 2016年 / 49卷 / 15期
关键词
Autonomous vehicles; Robot navigation; Stereo vision; Model Predictive Control;
D O I
10.1016/j.ifacol.2016.07.715
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an autonomous navigation architecture for a robot using stereo vision-based localisation. The main contribution is the prediction of the quality of future localisation of the system in order to detect and avoid areas where vision-based localisation may fail, due to lack of texture in the scene. A criterion based on the estimation of future visible landmarks, considering uncertainties oil landmarks and camera positions, is integrated in a Model Predictive Control loop to compute safe trajectories with respect to the visual localisation. The system Was tested on a mobile robot and the obtained results demonstrate the effectiveness of our method. (C) 2016, IFAC (International Federation of Automatic Control) Hosting by ElsevierLtd. All rights reserved.
引用
收藏
页码:94 / 99
页数:6
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