面向激光SLAM的自主导航方法OA

Autonomous navigation method for laser SLAM

中文摘要英文摘要

复杂环境下的移动机器人自主导航高度依赖于环境地图,由于地图构建的精度依赖于系统优化算法和配套传感器性能,而路径规划又需协同全局规划与局部规划两个核心环节.因此,以同步定位与地图构建(Simultaneous Localization and Mapping,SLAM)理论为基础,搭建了一套移动机器人实验平台,提出了一种基于激光SLAM的自主导航方法,并针对路径规划中的局部规划模块,设计了时间最优与图优化相结合的优化策略.为验证系统性能,开展了仿真实验和实体实验,重点对机器人传感器校准精度、环境地图构建精度及局部路径规划合理性等关键指标进行测试.结果表明,所设计的移动机器人能够精准地完成地图构建与路径规划任务,为后续机器人在林区作业场景中的应用提供了理论支撑.

The autonomous navigation of mobile robots in complex environments relied heavily on environmental maps,the accuracy of map construction depended on system optimization algorithms and the performance of supporting sensors,the path planning also needed to coordinate two core links:global planning and local planning.Therefore,based on the theory of Simultaneous Localization and Mapping(SLAM),an experimental platform for mobile robots was built,an autonomous navigation method based on laser SLAM was proposed,and an optimization strategy combining time optimality and graph optimization was designed for the local planning module in path planning.To verify the system performance,the simulation experiments and physical experiments were conducted,and the key indicators such as the calibration accuracy of robot sensors,the accuracy of environmental map construction,and the rationality of local path planning were tested with emphasis.The results showed that the designed mobile robot could accurately complete the tasks of map construction and path planning,which provided a theoretical basis for the subsequent application of robots in forest operation scenarios.

陈松楠;陈芝美惠;潘赫斐;刘龙

信阳师范大学 计算机与信息技术学院,河南 信阳 464000||武汉轻工大学 数学与计算机学院,湖北 武汉 430048||佛山市中科农业机器人与智慧农业创新研究院,广东 佛山 528200武汉轻工大学 数学与计算机学院,湖北 武汉 430048武汉轻工大学 数学与计算机学院,湖北 武汉 430048北京林业大学 工学院,北京 100083

信息技术与安全科学

激光SLAM机器人操作系统路径规划自主导航同步定位与地图构建

laser SLAMrobot operating systempath planningautonomous navigationsimultaneous localization and mapping

《信阳师范大学学报(自然科学版)》 2026 (2)

257-263,7

国家自然科学基金项目(32071680)广东省基础与应用基础研究基金项目(2023A1515110776)湖北省教育厅科学技术研究项目(D20241702)河南省高等学校重点科研项目(26B520044)

10.3969/j.issn.2097-583X.2026.02.012

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