一种三维激光雷达系统标定方法
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国家自然科学基金项目(No.61561005);广西研究生教育创新计划资助项目(No.YCSW2019026)资助。


A calibration method for 3D lidar system
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    摘要:

    为了解决无人化叉车在运行中对物料的尺寸及距离的高精度测量要求,设计了一个基于二维激光雷达和步进电机云台的长臂三维激光雷达系统,并重点研究了此系统的参数标定方法。针对现有标定方法存在忽略了激光中心和旋转轴中心的安装误差,特定点选取易造成较大标定误差等问题,通过建立激光雷达系统的数学模型,分析其内在联系,使用解耦合的方法分离待标定参数,并使用直线拟合的方法和双拟合平面重合的方法来标定未知系统参数。通过室内标定实验和叉车搭载测量实验进行验证,结果表明,标定参数准确可靠,测量误差不超过3,满足无人化叉车作业的要求。

    Abstract:

    In order to solve the high precision measurement requirements of the size and distance of the cargo for unmanned operation,a long arm 3D lidar system based on 2D lidar and a gimbal with step motor is designed,and focus on the calibration of lidar system parameters.To conquer the problems of ignoring the assemble errors with distance from the center of lidar to the center of rotation axis and specially points easily causing large calibration errors,a mathematical model of the lidar system is established.Then,by analyzing the internal connection among them,the decoupling method is used to separate the parameters to be calibrated,and the straight line fitting method and the double fitting plane overlap method are used to calibrate the unknown system parameters.It is verified by the methods with indoor calibration experiment and forklift carrying experiment,and the results show that the calibration parameters are accurate and reliable with measurement errors no more than 3%,which meet the requirement of unmanned operation of forklift.

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李树青,邢鑫龙,林靖宇.一种三维激光雷达系统标定方法[J].激光与红外,2022,52(2):182~187
LI Shu-qing, XING Xin-long, LIN Jing-yu. A calibration method for 3D lidar system[J]. LASER & INFRARED,2022,52(2):182~187

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  • 在线发布日期: 2022-02-26
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