A Method of Calibration for the Distortion of LiDAR Integrating IMU and Odometer

Author:

Wu QiuxuanORCID,Meng Qinyuan,Tian Yangyang,Zhou Zhongrong,Luo Cenfeng,Mao Wandeng,Zeng Pingliang,Zhang Botao,Luo Yanbin

Abstract

To improve the motion distortion caused by LiDAR data at low and medium frame rates when moving, this paper proposes an improved algorithm for scanning matching of estimated velocity that combines an IMU and odometer. First, the information of the IMU and the odometer is fused, and the pose of the LiDAR is obtained using the linear interpolation method. The ICP method is used to scan and match the LiDAR data. The data fused by the IMU and the odometer provide the optimal initial value for the ICP. The estimated speed of the LiDAR is introduced as the termination condition of the ICP method iteration to realize the compensation of the LiDAR data. The experimental comparative analysis shows that the algorithm is better than the ICP algorithm and the VICP algorithm in matching accuracy.

Funder

State Grid Corporation of China

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Reference15 articles.

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3. Fast ICP-SLAM Method Based on Multi-resolution Search and Multi-density Point Cloud Matching;Xin;Robot,2020

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5. Unsupervised Learning of LiDAR Features for Use in a Probabilistic Trajectory Estimator;David;Proceedings of the 2021 IEEE International Conference on Robotics and Automation,2021

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