Distributed cooperative outdoor multirobot localization and mapping

被引:70
|
作者
Madhavan, R [1 ]
Fregene, K
Parker, LE
机构
[1] Natl Inst Stand & Technol, Intelligent Syst Div, Gaithersburg, MD 20899 USA
[2] Honeywell Labs, Minneapolis, MN 55418 USA
[3] Univ Tennessee, Dept Comp Sci, Knoxville, TN 37996 USA
关键词
multirobot localization; terrain mapping; heterogeneous sensing; extended Kalman filter;
D O I
10.1023/B:AURO.0000032936.24187.41
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The subject of this article is a scheme for distributed outdoor localization of a team of robots and the use of the robot team for outdoor terrain mapping. Localization is accomplished via Extended Kalman Filtering (EKF). In the distributed EKF-based scheme for localization, heterogeneity of the available sensors is exploited in the absence or degradation of absolute sensors aboard the team members. The terrain mapping technique then utilizes localization information to facilitate the fusion of vision-based range information of environmental features with changes in elevation profile across the terrain. The result is a terrain matrix from which a metric map is then generated. The proposed algorithms are implemented using field data obtained from a team of robots traversing an uneven outdoor terrain.
引用
收藏
页码:23 / 39
页数:17
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