Matching of Ground-Based LiDAR and Aerial Image Data for Mobile Robot Localization in Densely Forested Environments

被引:0
|
作者
Hussein, Marwan [1 ]
Renner, Matthew [2 ]
Watanabe, Masaaki [3 ]
Iagnemma, Karl [1 ]
机构
[1] MIT, Dept Mech Engn, Robot Mobil Grp, Cambridge, MA 02139 USA
[2] US Army Engn Res & Dev Ctr, Vicksburg, MS USA
[3] Robot Grp IHI Corp, Tokyo, Japan
关键词
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a vision based method for the autonomous geolocation of ground vehicles and unmanned mobile robots in forested environments. The method provides an estimate of the global horizontal position of a vehicle strictly based on finding a geometric match between a map of observed tree stems, scanned in 3D by sensors onboard the vehicle, to another stem map generated from the structure of tree crowns observed in overhead imagery of the forest canopy. This method can be used in real-time as a complement to the Global Positioning System (GPS) in areas where signal coverage is inadequate due to attenuation by the forest canopy, or due to intentional denied access. The method presented in this paper has two key properties that are significant: i) It does not require a priori knowledge of the area surrounding the robot. ii) It uses the geometry of detected tree stems as the only input to determine horizontal geoposition.
引用
收藏
页码:1432 / 1437
页数:6
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