直线运动2D激光雷达的双正交平面标定方法
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沈阳理工大学信息科学与工程学院 沈阳 110159

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TN249

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辽宁省教育厅高等学校基本科研重点项目(LJKZ0243)资助


Linearly moving 2D LiDAR calibration method using dual orthogonal planes
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School of Information Science and Engineering, Shenyang Ligong University, Shenyang 110159, China

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    摘要:

    针对安装在直线运动机构上的2D激光雷达(LiDAR)的运动方向标定问题,提出了一种选用由2个正交平面构成的标定装置的方法。如果利用沿直线运动的2D激光雷达扫描标定装置2次或以上,由两个标定平面上的扫描线可得到关于激光雷达运动方向参数的几何约束,证明了运动参数必位于平面上的一条双曲线上;通过对不同位姿的标定装置的扫描,获取多条约束曲线;提出4种标定解算方法:线性最小二乘(LSM)、高斯牛顿(G-N)、最优化点到约束曲线的最短距离平方和(Opt-D)、最优化重建后2个标定平面的正交性方法(Opt-O)。仿真实验表明4种方法中Opt-O具有最好的精度;真实实验中利用标定结果构建一个塑料球的3D点云,再利用该点云估计球面的方程,应用G-N、Opt-D、Opt-O的标定结果重建的点云样本到拟合的球表面的距离均值都小于0.5 mm,标准差均小于0.5 mm,验证了本文提出的标定方法的有效性。

    Abstract:

    A method using a calibration device consisting of two orthogonal planes was proposed to address the moving direction calibration problem for 2D LiDAR mounted on a linearly moving platform. When the linearly moving 2D LiDAR performs two or more scans of the calibration device, geometric constraints on the motion parameters can be derived from the scan lines on the two calibration planes. The parameters must lie on a hyperbola on the parameter plane. Additional constraint hyperbolas are generated by adjusting the pose of the calibration device and conducting new scans. To solve the calibration problem, four algorithms were presented: Linear least squares method (LSM), Gauss-Newton method (G-N) and an optimization approach that minimizes the sum of squared shortest distances from a point to all constraint curves (denoted as Opt-D), as well as a method that optimizes the orthogonality of the reconstructed calibration planes (denoted as Opt-O). Simulation experiments demonstrated that the Opt-O method achieves the highest accuracy. In real experiments, a 3D point cloud of a plastic ball was constructed from the calibration results and was used to estimate the spherical equation. When using the results of G-N, Opt-D, or Opt-O methods, the mean distances between the reconstructed sampled points and the fitted sphere are all less than 0.5 mm, with the standard deviations all less than 0.5 mm. These results collectively validate the effectiveness of the proposed calibration method.

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刘昶,王彦博.直线运动2D激光雷达的双正交平面标定方法[J].电子测量技术,2026,49(11):155-160

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  • 在线发布日期: 2026-09-03
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