AI Article Synopsis

  • - The paper introduces an enhanced calibration method for a rotating two-dimensional light detection and ranging (R2D-LIDAR) system, crucial for creating accurate 3D environmental maps.
  • - The R2D-LIDAR, which integrates a 2D LIDAR with a rotating unit, is valued in robotics for its affordability and detailed data, but requires careful calibration to address device misalignment and wear.
  • - This work uses the Levenberg-Marquardt algorithm to effectively correct biases in the 2D LIDAR, with experimental results showing a reliable error range in sensor offset estimation of -15 mm to 15 mm, ensuring better scan accuracy.

Article Abstract

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.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5855012PMC
http://dx.doi.org/10.3390/s18020497DOI Listing

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