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融合激光反射与CSM组合导航方法

Method of integrated navigation based on reflective markers and CSM matching algorithm

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针对室内环境下基于多边定位的激光反射器导航算法受限于人工地标几何关系、鲁棒性差以及在动态遮挡情况下定位失败等问题,提出一种基于改进的相关性扫描帧间匹配算法(CSM)的激光反射导航定位方法:通过筛选地标反射点云,分层搜索其与多分辨率全局栅格地图的最优匹配映射,提高机器人实时定位的速度与精度.实验结果表明,改进CSM算法在正常工况下的平均定位误差为2.571 mm,在部分人工地标被遮挡时也可维持在5.015 mm以下,在障碍物复杂且动态的工作条件下可完成同步定位与地图构建.
Aiming at the problems of the limitations of artificial landmark geometric relationships,poor robustness,and positioning failures in dynamic occlusion situations for the reflector localization algorithm based on multilateral strategy in indoor environments,the paper proposed a navigation and localization method based on improved correlative scan matching (CSM):by filtering the landmark reflection point clouds,the best match with the multi-resolution grid maps was searched hierarchically to improve the speed and accuracy of real-time robot positioning. Experimental results showed that the average positioning error of the improved CSM method under normal working conditions would be 2.571 mm,and it could also be maintained below 5.015 mm when some artificial landmarks are obstructed;furthermore,the proposed method could help complete synchronous positioning and map construction under complex and dynamic working conditions of obstacles.

indoor localizationartificial landmarksscan matchinglaser reflection navigationsimultaneous localization and mapping (SLAM)

陈子畅、张秋菊

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江南大学 机械工程学院,江苏 无锡 214000

室内定位 人工地标 扫描匹配 激光反射导航 同步定位与建图(SLAM)

2024

导航定位学报

导航定位学报

CSTPCD北大核心
影响因子:0.72
ISSN:
年,卷(期):2024.12(2)
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