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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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’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’s XYZ position and heading are determined from the positions and the angles relative to the field of both LPU and LTU. The robot’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°, 0.78°, and 0.76°, 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’s XYZ position and heading are determined from the positions and the angles relative to the field of both LPU and LTU. The robot’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°, 0.78°, and 0.76°, 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/ |
work_keys_str_mv |
AT supodkaewkorn highaccuracypositionawarerobotforagriculturalautomationusinglowcostimucoupledtriplelaserguidedtlgsystem AT mongkolekpanyapong highaccuracypositionawarerobotforagriculturalautomationusinglowcostimucoupledtriplelaserguidedtlgsystem AT ukritthamma highaccuracypositionawarerobotforagriculturalautomationusinglowcostimucoupledtriplelaserguidedtlgsystem |
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1721512359171719168 |