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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Main Authors: Keita Kurashiki, Ryuichi Takayama, Kazuki Kono, Takanori Fukao
Format: Article
Language:English
Published: Elsevier 2021-12-01
Series:Measurement: Sensors
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2665917421002610
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spelling 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
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AT kazukikono lidarbasedlocalizationusingsimplified2dmaponagriculturalroads
AT takanorifukao lidarbasedlocalizationusingsimplified2dmaponagriculturalroads
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