An Improved Calibration Method for a Rotating 2D LIDAR System

This paper presents an improved calibration method of a rotating two-dimensional light detection and ranging (R2D-LIDAR) system, which can obtain the 3D scanning map of the surroundings. The proposed R2D-LIDAR system, composed of a 2D LIDAR and a rotating unit, is pervasively used in the field of robotics owing to its low cost and dense scanning data. Nevertheless, the R2D-LIDAR system must be calibrated before building the geometric model because there are assembled deviation and abrasion between the 2D LIDAR and the rotating unit. Hence, the calibration procedures should contain both the adjustment between the two devices and the bias of 2D LIDAR itself. The main purpose of this work is to resolve the 2D LIDAR bias issue with a flat plane based on the Levenberg–Marquardt (LM) algorithm. Experimental results for the calibration of the R2D-LIDAR system prove the reliability of this strategy to accurately estimate sensor offsets with the error range from −15 mm to 15 mm for the performance of capturing scans.

[1]  Paul Newman,et al.  Navigating, Recognizing and Describing Urban Spaces With Vision and Lasers , 2009, Int. J. Robotics Res..

[2]  Shukai Chi,et al.  A Laser Line Auto-Scanning System for Underwater 3D Reconstruction , 2016, Sensors.

[3]  Brett Browning,et al.  Automatic Calibration of Spinning Actuated Lidar Internal Parameters , 2015, J. Field Robotics.

[4]  Sven Behnke,et al.  Continuous mapping and localization for autonomous navigation in rough terrain using a 3D laser scanner , 2017, Robotics Auton. Syst..

[5]  Bijun Li,et al.  Object detection and tracking using multi-layer laser for autonomous urban driving , 2016, 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).

[6]  Ivan Petrovic,et al.  Fast planar surface 3D SLAM using LIDAR , 2017, Robotics Auton. Syst..

[7]  Joachim Hertzberg,et al.  Globally consistent 3D mapping with scan matching , 2008, Robotics Auton. Syst..

[8]  Kaj Madsen,et al.  Methods for Non-Linear Least Squares Problems , 1999 .

[9]  Kenneth Levenberg A METHOD FOR THE SOLUTION OF CERTAIN NON – LINEAR PROBLEMS IN LEAST SQUARES , 1944 .

[10]  Michal Krumnikl,et al.  Calibration of Short Range 2D Laser Range Finder for 3D SLAM Usage , 2016, J. Sensors.

[11]  Chenglu Wen,et al.  An Indoor Backpack System for 2-D and 3-D Mapping of Building Interiors , 2016, IEEE Geoscience and Remote Sensing Letters.

[12]  Nakju Lett Doh,et al.  Full-DOF Calibration of a Rotating 2-D LIDAR With a Simple Plane Measurement , 2016, IEEE Transactions on Robotics.

[13]  Yunhui Liu,et al.  Visual laser-SLAM in large-scale indoor environments , 2016, 2016 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[14]  Paul Newman,et al.  Using laser range data for 3D SLAM in outdoor environments , 2006, Proceedings 2006 IEEE International Conference on Robotics and Automation, 2006. ICRA 2006..

[15]  Chao Ye,et al.  Graph-based SLAM in indoor environment using corner feature from laser sensor , 2017, 2017 32nd Youth Academic Annual Conference of Chinese Association of Automation (YAC).

[16]  Zhang Yi,et al.  Map-building approach based on laser and depth visual sensor fusion SLAM , 2016 .

[17]  Wendy Flores-Fuentes,et al.  Accuracy improvement in 3D laser scanner based on dynamic triangulation for autonomous navigation system , 2017, 2017 IEEE 26th International Symposium on Industrial Electronics (ISIE).

[18]  Alina Voda,et al.  Laser-based obstacle avoidance algorithm for four driving/steering wheels autonomous vehicle , 2013, 2013 17th International Conference on System Theory, Control and Computing (ICSTCC).

[19]  Wei Zhang,et al.  Object 3D surface reconstruction approach using portable laser scanner , 2017 .

[20]  Shigeyuki Odashima,et al.  Calibration of a rotating 2D LRF in unprepared environments by minimizing redundant measurement errors , 2017, 2017 IEEE International Conference on Advanced Intelligent Mechatronics (AIM).

[21]  Chenglu Wen,et al.  A Target-Free Automatic Self-Calibration Approach for Multibeam Laser Scanners , 2018, IEEE Transactions on Instrumentation and Measurement.