湖北理工学院学报2025,Vol.41Issue(1) :1-6,14.DOI:10.3969/j.issn.2095-4565.2025.01.001

视觉辅助激光雷达的移动机器人定位系统

Vision-assisted LiDAR for Mobile Robot Localization System

马小陆 张睿 郑旗 佘胜安 陈冲
湖北理工学院学报2025,Vol.41Issue(1) :1-6,14.DOI:10.3969/j.issn.2095-4565.2025.01.001

视觉辅助激光雷达的移动机器人定位系统

Vision-assisted LiDAR for Mobile Robot Localization System

马小陆 1张睿 1郑旗 1佘胜安 1陈冲1
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作者信息

  • 1. 安徽工业大学 电气与信息工程学院,安徽 马鞍山 243002
  • 折叠

摘要

针对单线激光雷达重定位时间过长甚至失败等问题,提出了视觉辅助激光雷达的定位系统.首先,引入信息更加丰富的视觉传感器,将特征地图和栅格地图建立联系,优先使用视觉重定位找到粗略位姿并传入到激光定位系统中做精细重定位;接着,针对类走廊环境下单线激光定位系统易造成定位漂移的问题,提出窗口化直线拟合方法,用于识别类走廊环境从而提高里程计权重;最后,针对单线雷达点云可能存在不完整性问题,使用最佳匹配子图取代最近子图做激光精细重定位任务.实验表明,该系统能有效提取环境线特征,识别类走廊环境;在对抗相似环境时,能有效减少匹配时间,提高匹配正确率,辨识机器人正确位姿.

Abstract

A vision-assisted lidar localisation system is proposed to address the problems such as long reposi-tioning time or even failure of repositioning for single-wire lidar.Firstly,a visual sensor with richer infor-mation is introduced to link feature maps and raster maps,and visual repositioning is preferentially used to find the rough position and pass it into the laser positioning system,which will do the fine repositioning;then,for the corridor-like environment where the single-line laser positioning system is prone to causing the positioning drift,a windowed straight-line fitting method is proposed for identifying the corridor-like environment so as to improve the odometry.Finally,for the possible incompleteness of single-line radar point cloud,the best-fit sub-map is used to replace the nearest sub-map for the laser fine repositioning task.Experiments show that the system can effectively extract environmental line features to identify corridor-like environments,and can effectively reduce the matching time and improve the correct matching rate to i-dentify the correct position of the robot when fighting against similar environments.

关键词

移动机器人/2D激光雷达/直线拟合/视觉定位/重定位

Key words

mobile robot/2D lidar/linear fitting/visual localisation/repositioning

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出版年

2025
湖北理工学院学报
湖北理工学院

湖北理工学院学报

影响因子:0.434
ISSN:2095-4565
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