Robot Localization Using Laser Positioning of Reflectors Based on ICP
Jingge Yu, Anwen Shen, Xin Luo, Tianzouzi Xiao
- 发表年份
- 2021
- 引用次数
- 4
摘要
In this paper, the global localization for a mobile robot in the environment with reflectors arranged in advance is studied. The robot is equipped with a laser that allows to acquire the range and bearing information of the robot with respect to reflectors. After reflector matching, the global pose of the robot can be calculated by localization methods. Focusing on the localization method, a novel laser positioning method based on ICP (Iterative Nearest Point) is proposed, which realizes global localizations by constructing the rigid transformation between reflector sets for two continuous scanning time. In addition, compared with the original ICP algorithm that dealing with point cloud sets, the proposed method has less computation and needs no iteration. The implementation process of the proposed method is derived, and the proposed method is compared with the widely used trilateral localization methods. Experimental results show that our method has higher accuracy and better stability than trilateral positioning method.
关键词
相关论文
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Fractional Differential Equations
Igor Podlubný
2025
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991