Visual motion planning for mobile robots

被引:81
作者
Zhang, H [1 ]
Ostrowski, JP
机构
[1] Rowan Univ, Dept Engn Mech, Glassboro, NJ 08028 USA
[2] Univ Penn, Gen Robot Automat Sensing & Percept Lab, Philadelphia, PA 19104 USA
来源
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION | 2002年 / 18卷 / 02期
关键词
mobile robotics; motion planning; visual servoing;
D O I
10.1109/TRA.2002.999648
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 a novel framework for image-based motion planning, which we term Visual Motion Planning. The method skips the step of transferring image features back to robot pose, and hence makes motion plans directly in the image plane. Analogous to visual servo control, the visual motion planning concept takes advantage of the image features to achieve a direct and fast motion planning solution. It provides a "virtual" trajectory in the image plane for the robot to track with standard visual servoing techniques. In this paper, we show the result of applying the idea to simulated 2-D and 3-D mobile robot systems. Within this motion planning paradigm, we also discuss the mechanisms for taking advantage of surplus features and incorporating image-based constraints, such as requiring that the images remain in the field of view. Experimental results using a Pioneer AT ground mobile robot are presented, showing excellent agreement with theory.
引用
收藏
页码:199 / 208
页数:10
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