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Characterization and calibration of multiple 2D laser scanners

This paper presents the comparative evaluation of multiple compact and lightweight 2D laser scanners for their possible backpack based scanning and mapping applications. These scanners include Hokuyo URG-04LX, Slamtec RPLidar A1-M8 and Hokuyo UTM-30LX-EW scanners. Since the technical datasheets prov...

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Detalles Bibliográficos
Autores principales: Jafri, Syed Riaz un Nabi, Shamim, Sheraz, Faraz, Sadia Muniza, Ahmed, Asif, Yasir, Syed Muhammad, Iqbal, Jamshed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9333273/
https://www.ncbi.nlm.nih.gov/pubmed/35900977
http://dx.doi.org/10.1371/journal.pone.0272063
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author Jafri, Syed Riaz un Nabi
Shamim, Sheraz
Faraz, Sadia Muniza
Ahmed, Asif
Yasir, Syed Muhammad
Iqbal, Jamshed
author_facet Jafri, Syed Riaz un Nabi
Shamim, Sheraz
Faraz, Sadia Muniza
Ahmed, Asif
Yasir, Syed Muhammad
Iqbal, Jamshed
author_sort Jafri, Syed Riaz un Nabi
collection PubMed
description This paper presents the comparative evaluation of multiple compact and lightweight 2D laser scanners for their possible backpack based scanning and mapping applications. These scanners include Hokuyo URG-04LX, Slamtec RPLidar A1-M8 and Hokuyo UTM-30LX-EW scanners. Since the technical datasheets provide general information and limited working details, this research presents a thorough study on the performance of each scanner related explicitly to indoor mapping operations. A series of scanning experiments have been performed for the characterization of each scanner using statistical analysis. During the testing, all the scanning data has been recorded using Robot Operating System (ROS) and then computed in offline processing. In initial tests, each scanner’s drift effect on range measurements has been tested and presented in the relevant section of the paper. In continuation, the effect of various scanning distances on measurement accuracy has been evaluated and discussed. Later the impact of various materials typically found in indoor vicinities and their respective properties of color and smoothness have been tested and provided in the paper. Finally, a Kalman Filtering based mathematical formulation has been utilized to calibrate each scanner and to reduce the measuring uncertainties as observed in various tests for each scanner.
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spelling pubmed-93332732022-07-29 Characterization and calibration of multiple 2D laser scanners Jafri, Syed Riaz un Nabi Shamim, Sheraz Faraz, Sadia Muniza Ahmed, Asif Yasir, Syed Muhammad Iqbal, Jamshed PLoS One Research Article This paper presents the comparative evaluation of multiple compact and lightweight 2D laser scanners for their possible backpack based scanning and mapping applications. These scanners include Hokuyo URG-04LX, Slamtec RPLidar A1-M8 and Hokuyo UTM-30LX-EW scanners. Since the technical datasheets provide general information and limited working details, this research presents a thorough study on the performance of each scanner related explicitly to indoor mapping operations. A series of scanning experiments have been performed for the characterization of each scanner using statistical analysis. During the testing, all the scanning data has been recorded using Robot Operating System (ROS) and then computed in offline processing. In initial tests, each scanner’s drift effect on range measurements has been tested and presented in the relevant section of the paper. In continuation, the effect of various scanning distances on measurement accuracy has been evaluated and discussed. Later the impact of various materials typically found in indoor vicinities and their respective properties of color and smoothness have been tested and provided in the paper. Finally, a Kalman Filtering based mathematical formulation has been utilized to calibrate each scanner and to reduce the measuring uncertainties as observed in various tests for each scanner. Public Library of Science 2022-07-28 /pmc/articles/PMC9333273/ /pubmed/35900977 http://dx.doi.org/10.1371/journal.pone.0272063 Text en © 2022 Jafri et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Jafri, Syed Riaz un Nabi
Shamim, Sheraz
Faraz, Sadia Muniza
Ahmed, Asif
Yasir, Syed Muhammad
Iqbal, Jamshed
Characterization and calibration of multiple 2D laser scanners
title Characterization and calibration of multiple 2D laser scanners
title_full Characterization and calibration of multiple 2D laser scanners
title_fullStr Characterization and calibration of multiple 2D laser scanners
title_full_unstemmed Characterization and calibration of multiple 2D laser scanners
title_short Characterization and calibration of multiple 2D laser scanners
title_sort characterization and calibration of multiple 2d laser scanners
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9333273/
https://www.ncbi.nlm.nih.gov/pubmed/35900977
http://dx.doi.org/10.1371/journal.pone.0272063
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