High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) System

A novel, low-cost approach to high-accuracy robot localization for agricultural applications using an image-processing triple-laser-guided (TLG) system coupled with an inertial measurement unit (IMU) is presented in this paper. The TLG system consists of a laser-pointing unit (LPU) at the base stati...

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Main Authors: Supod Kaewkorn, Mongkol Ekpanyapong, Ukrit Thamma
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9398657/
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spelling doaj-d54b82a1452b4b8ba8747906b69b606d2021-04-23T23:00:31ZengIEEEIEEE Access2169-35362021-01-019543255433710.1109/ACCESS.2021.30715549398657High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) SystemSupod Kaewkorn0https://orcid.org/0000-0002-1288-4101Mongkol Ekpanyapong1Ukrit Thamma2https://orcid.org/0000-0002-1220-9077School of Engineering and Technology, Asian Institute of Technology, Khlong Nueng, ThailandSchool of Engineering and Technology, Asian Institute of Technology, Khlong Nueng, ThailandCollege of Industrial Technology, King Mongkut&#x2019;s University of Technology North Bangkok, Bangkok, ThailandA novel, low-cost approach to high-accuracy robot localization for agricultural applications using an image-processing triple-laser-guided (TLG) system coupled with an inertial measurement unit (IMU) is presented in this paper. The TLG system consists of a laser-pointing unit (LPU) at the base station and a laser-target unit (LTU) at the mobile robot. The robot&#x2019;s XYZ position and heading are determined from the positions and the angles relative to the field of both LPU and LTU. The robot&#x2019;s roll and pitch are determined by the IMU sensor fusion with complementary filter. The IMU-coupled TLG system is demonstrated on an outdoor, <inline-formula> <tex-math notation="LaTeX">$20 \times 21$ </tex-math></inline-formula> m flat field at various light intensities. The overall lateral and vertical accuracies of the IMU-coupled TLG system are 1.68 cm and 0.59 cm, respectively. The overall heading, roll, and pitch accuracies of the IMU-coupled TLG system are 0.90&#x00B0;, 0.78&#x00B0;, and 0.76&#x00B0;, respectively. The lateral and heading accuracies of the IMU-coupled TLG system are found to be comparable to commercially available GNSS-INS systems from NovAtel and Trimble, while the total cost of the IMU-coupled TLG system is only a fraction of the total cost of the commercially available localization systems.https://ieeexplore.ieee.org/document/9398657/Laser tracking systemlocalizationinertial measurement unit (IMU)sensor fusionposition control
collection DOAJ
language English
format Article
sources DOAJ
author Supod Kaewkorn
Mongkol Ekpanyapong
Ukrit Thamma
spellingShingle Supod Kaewkorn
Mongkol Ekpanyapong
Ukrit Thamma
High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) System
IEEE Access
Laser tracking system
localization
inertial measurement unit (IMU)
sensor fusion
position control
author_facet Supod Kaewkorn
Mongkol Ekpanyapong
Ukrit Thamma
author_sort Supod Kaewkorn
title High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) System
title_short High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) System
title_full High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) System
title_fullStr High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) System
title_full_unstemmed High-Accuracy Position-Aware Robot for Agricultural Automation Using Low-Cost IMU-Coupled Triple-Laser-Guided (TLG) System
title_sort high-accuracy position-aware robot for agricultural automation using low-cost imu-coupled triple-laser-guided (tlg) system
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description A novel, low-cost approach to high-accuracy robot localization for agricultural applications using an image-processing triple-laser-guided (TLG) system coupled with an inertial measurement unit (IMU) is presented in this paper. The TLG system consists of a laser-pointing unit (LPU) at the base station and a laser-target unit (LTU) at the mobile robot. The robot&#x2019;s XYZ position and heading are determined from the positions and the angles relative to the field of both LPU and LTU. The robot&#x2019;s roll and pitch are determined by the IMU sensor fusion with complementary filter. The IMU-coupled TLG system is demonstrated on an outdoor, <inline-formula> <tex-math notation="LaTeX">$20 \times 21$ </tex-math></inline-formula> m flat field at various light intensities. The overall lateral and vertical accuracies of the IMU-coupled TLG system are 1.68 cm and 0.59 cm, respectively. The overall heading, roll, and pitch accuracies of the IMU-coupled TLG system are 0.90&#x00B0;, 0.78&#x00B0;, and 0.76&#x00B0;, respectively. The lateral and heading accuracies of the IMU-coupled TLG system are found to be comparable to commercially available GNSS-INS systems from NovAtel and Trimble, while the total cost of the IMU-coupled TLG system is only a fraction of the total cost of the commercially available localization systems.
topic Laser tracking system
localization
inertial measurement unit (IMU)
sensor fusion
position control
url https://ieeexplore.ieee.org/document/9398657/
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AT mongkolekpanyapong highaccuracypositionawarerobotforagriculturalautomationusinglowcostimucoupledtriplelaserguidedtlgsystem
AT ukritthamma highaccuracypositionawarerobotforagriculturalautomationusinglowcostimucoupledtriplelaserguidedtlgsystem
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