A Multirange Architecture for Collision-Free Off-Road Robot Navigation

被引:26
作者
Sermanet, Pierre [1 ,2 ]
Hadsell, Raia [1 ]
Scoffier, Marco [1 ,2 ]
Grimes, Matt [1 ]
Ben, Jan [2 ]
Erkan, Ayse [1 ]
机构
[1] NYU, Courant Inst Math Sci, New York, NY 10003 USA
[2] Net Scale Technol, Morganville, NJ 07751 USA
关键词
CONTROL-SYSTEM; MOBILE ROBOTS; ODOMETRY;
D O I
10.1002/rob.20270
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We present a multilayered mapping, planning, and command execution system developed and tested on the LAGR mobile robot. Key to robust performance under uncertainty is the combination of a short-range perception system operating at high frame rate and low resolution and a long-range, adaptive vision system operating at lower frame rate and higher resolution. The short-range module performs local planning and obstacle avoidance with fast reaction times, whereas the long-range module performs strategic visual planning. Probabilistic traversability labels provided by the perception modules are combined and accumulated into a robot-centered hyperbolic-polar map with a 200-m effective range. Instead of using a dynamical model of the robot for short-range planning, the system uses a large lookup table of physically possible trajectory segments recorded on the robot in a wide variety of driving conditions. Localization is performed using a combination of global positioning system, wheel odometry, inertial measurement unit, and a high-speed, low-complexity rotational visual odometry module. The end-to-end system was developed and tested on the LAGR mobile robot and was verified in independent government tests. (c) 2008 Wiley Periodicals, Inc.
引用
收藏
页码:52 / 87
页数:36
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