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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 ro...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5855012/ https://www.ncbi.nlm.nih.gov/pubmed/29414885 http://dx.doi.org/10.3390/s18020497 |
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author | Zeng, Yadan Yu, Heng Dai, Houde Song, Shuang Lin, Mingqiang Sun, Bo Jiang, Wei Meng, Max Q.-H. |
author_facet | Zeng, Yadan Yu, Heng Dai, Houde Song, Shuang Lin, Mingqiang Sun, Bo Jiang, Wei Meng, Max Q.-H. |
author_sort | Zeng, Yadan |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-5855012 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-58550122018-03-20 An Improved Calibration Method for a Rotating 2D LIDAR System Zeng, Yadan Yu, Heng Dai, Houde Song, Shuang Lin, Mingqiang Sun, Bo Jiang, Wei Meng, Max Q.-H. Sensors (Basel) Article 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. MDPI 2018-02-07 /pmc/articles/PMC5855012/ /pubmed/29414885 http://dx.doi.org/10.3390/s18020497 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zeng, Yadan Yu, Heng Dai, Houde Song, Shuang Lin, Mingqiang Sun, Bo Jiang, Wei Meng, Max Q.-H. An Improved Calibration Method for a Rotating 2D LIDAR System |
title | An Improved Calibration Method for a Rotating 2D LIDAR System |
title_full | An Improved Calibration Method for a Rotating 2D LIDAR System |
title_fullStr | An Improved Calibration Method for a Rotating 2D LIDAR System |
title_full_unstemmed | An Improved Calibration Method for a Rotating 2D LIDAR System |
title_short | An Improved Calibration Method for a Rotating 2D LIDAR System |
title_sort | improved calibration method for a rotating 2d lidar system |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5855012/ https://www.ncbi.nlm.nih.gov/pubmed/29414885 http://dx.doi.org/10.3390/s18020497 |
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