LIDAR based localization using simplified 2D map on agricultural roads
In agricultural environments, there are a lot of changes invoked by several factors such as season, time of day, weather. Therefore, conventional techniques for autonomous driving are not appropriate because they mainly focus on structured urban environments. In this paper, we propose LiDAR based lo...
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2021-12-01
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Online Access: | http://www.sciencedirect.com/science/article/pii/S2665917421002610 |
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doaj-256db6d369df42f49b6fe5a7800a1fb02021-09-29T04:26:50ZengElsevierMeasurement: Sensors2665-91742021-12-0118100298LIDAR based localization using simplified 2D map on agricultural roadsKeita Kurashiki0Ryuichi Takayama1Kazuki Kono2Takanori Fukao3Corresponding author.; Ritsumeikan University, 1-1-1 Noji-higashi, Kusatsu, Shiga, 525-8577, JapanRitsumeikan University, 1-1-1 Noji-higashi, Kusatsu, Shiga, 525-8577, JapanRitsumeikan University, 1-1-1 Noji-higashi, Kusatsu, Shiga, 525-8577, JapanThe University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8656, JapanIn agricultural environments, there are a lot of changes invoked by several factors such as season, time of day, weather. Therefore, conventional techniques for autonomous driving are not appropriate because they mainly focus on structured urban environments. In this paper, we propose LiDAR based localization method on agricultural roads, using simplified 2D map which contains boundaries of drivable areas and non-drivable areas. Different from detailed accurate 3D maps, the proposed map can be generated and modified easily. We combined the localization method with nonlinear control law for wheeled mobile robots, and applied to an autonomous small truck. Several experiments are performed using the experimental truck in agricultural environments and resulted successful autonomous drive.http://www.sciencedirect.com/science/article/pii/S2665917421002610Outdoor localizationAgricultural environmentAutonomous driving |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Keita Kurashiki Ryuichi Takayama Kazuki Kono Takanori Fukao |
spellingShingle |
Keita Kurashiki Ryuichi Takayama Kazuki Kono Takanori Fukao LIDAR based localization using simplified 2D map on agricultural roads Measurement: Sensors Outdoor localization Agricultural environment Autonomous driving |
author_facet |
Keita Kurashiki Ryuichi Takayama Kazuki Kono Takanori Fukao |
author_sort |
Keita Kurashiki |
title |
LIDAR based localization using simplified 2D map on agricultural roads |
title_short |
LIDAR based localization using simplified 2D map on agricultural roads |
title_full |
LIDAR based localization using simplified 2D map on agricultural roads |
title_fullStr |
LIDAR based localization using simplified 2D map on agricultural roads |
title_full_unstemmed |
LIDAR based localization using simplified 2D map on agricultural roads |
title_sort |
lidar based localization using simplified 2d map on agricultural roads |
publisher |
Elsevier |
series |
Measurement: Sensors |
issn |
2665-9174 |
publishDate |
2021-12-01 |
description |
In agricultural environments, there are a lot of changes invoked by several factors such as season, time of day, weather. Therefore, conventional techniques for autonomous driving are not appropriate because they mainly focus on structured urban environments. In this paper, we propose LiDAR based localization method on agricultural roads, using simplified 2D map which contains boundaries of drivable areas and non-drivable areas. Different from detailed accurate 3D maps, the proposed map can be generated and modified easily. We combined the localization method with nonlinear control law for wheeled mobile robots, and applied to an autonomous small truck. Several experiments are performed using the experimental truck in agricultural environments and resulted successful autonomous drive. |
topic |
Outdoor localization Agricultural environment Autonomous driving |
url |
http://www.sciencedirect.com/science/article/pii/S2665917421002610 |
work_keys_str_mv |
AT keitakurashiki lidarbasedlocalizationusingsimplified2dmaponagriculturalroads AT ryuichitakayama lidarbasedlocalizationusingsimplified2dmaponagriculturalroads AT kazukikono lidarbasedlocalizationusingsimplified2dmaponagriculturalroads AT takanorifukao lidarbasedlocalizationusingsimplified2dmaponagriculturalroads |
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1716864764612706304 |