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Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area

Tall buildings are concentrated in urban areas. The outer walls of buildings are vertically erected to the ground and almost flat. Therefore, the vertical corners that meet the vertical planes are present everywhere in urban areas. These corners act as convenient landmarks, which can be extracted by...

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Autores principales: Im, Jun-Hyuck, Im, Sung-Hyuck, Jee, Gyu-In
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017433/
https://www.ncbi.nlm.nih.gov/pubmed/27517936
http://dx.doi.org/10.3390/s16081268
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author Im, Jun-Hyuck
Im, Sung-Hyuck
Jee, Gyu-In
author_facet Im, Jun-Hyuck
Im, Sung-Hyuck
Jee, Gyu-In
author_sort Im, Jun-Hyuck
collection PubMed
description Tall buildings are concentrated in urban areas. The outer walls of buildings are vertically erected to the ground and almost flat. Therefore, the vertical corners that meet the vertical planes are present everywhere in urban areas. These corners act as convenient landmarks, which can be extracted by using the light detection and ranging (LIDAR) sensor. A vertical corner feature based precise vehicle localization method is proposed in this paper and implemented using 3D LIDAR (Velodyne HDL-32E). The vehicle motion is predicted by accumulating the pose increment output from the iterative closest point (ICP) algorithm based on the geometric relations between the scan data of the 3D LIDAR. The vertical corner is extracted using the proposed corner extraction method. The vehicle position is then corrected by matching the prebuilt corner map with the extracted corner. The experiment was carried out in the Gangnam area of Seoul, South Korea. In the experimental results, the maximum horizontal position error is about 0.46 m and the 2D Root Mean Square (RMS) horizontal error is about 0.138 m.
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spelling pubmed-50174332016-09-22 Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area Im, Jun-Hyuck Im, Sung-Hyuck Jee, Gyu-In Sensors (Basel) Article Tall buildings are concentrated in urban areas. The outer walls of buildings are vertically erected to the ground and almost flat. Therefore, the vertical corners that meet the vertical planes are present everywhere in urban areas. These corners act as convenient landmarks, which can be extracted by using the light detection and ranging (LIDAR) sensor. A vertical corner feature based precise vehicle localization method is proposed in this paper and implemented using 3D LIDAR (Velodyne HDL-32E). The vehicle motion is predicted by accumulating the pose increment output from the iterative closest point (ICP) algorithm based on the geometric relations between the scan data of the 3D LIDAR. The vertical corner is extracted using the proposed corner extraction method. The vehicle position is then corrected by matching the prebuilt corner map with the extracted corner. The experiment was carried out in the Gangnam area of Seoul, South Korea. In the experimental results, the maximum horizontal position error is about 0.46 m and the 2D Root Mean Square (RMS) horizontal error is about 0.138 m. MDPI 2016-08-10 /pmc/articles/PMC5017433/ /pubmed/27517936 http://dx.doi.org/10.3390/s16081268 Text en © 2016 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
Im, Jun-Hyuck
Im, Sung-Hyuck
Jee, Gyu-In
Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area
title Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area
title_full Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area
title_fullStr Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area
title_full_unstemmed Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area
title_short Vertical Corner Feature Based Precise Vehicle Localization Using 3D LIDAR in Urban Area
title_sort vertical corner feature based precise vehicle localization using 3d lidar in urban area
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017433/
https://www.ncbi.nlm.nih.gov/pubmed/27517936
http://dx.doi.org/10.3390/s16081268
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