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Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna
Research on autonomous driving technology is actively underway to solve the facing problems in the agricultural field. Combine harvesters used in East Asian countries, including Korea, are tracked-type vehicles. The steering control system of the tracked vehicle has different characteristics from th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10220790/ https://www.ncbi.nlm.nih.gov/pubmed/37430857 http://dx.doi.org/10.3390/s23104944 |
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author | Lee, Kyuho Choi, Hyohyuk Kim, Junghun |
author_facet | Lee, Kyuho Choi, Hyohyuk Kim, Junghun |
author_sort | Lee, Kyuho |
collection | PubMed |
description | Research on autonomous driving technology is actively underway to solve the facing problems in the agricultural field. Combine harvesters used in East Asian countries, including Korea, are tracked-type vehicles. The steering control system of the tracked vehicle has different characteristics from the wheeled vehicle used in the agricultural tractor. In this paper, a dual GPS antenna-based autonomous driving system and path tracking algorithm were developed for a robot combine harvester. An α-turn-type work path generation algorithm and a path tracking algorithm were developed. The developed system and algorithm were verified through experiments using actual combine harvesters. The experiment consisted of an experiment with harvesting work and an experiment without harvesting work. In the experiment without harvesting work, an error of 0.052 m occurred during working driving and 0.207 m during turning driving. In the experiment where the harvesting work was carried out, an error of 0.038 m occurred during work driving and 0.195 m during turning driving. As a result of comparing the non-work area and driving time to the results of manual driving, the self-driving experiment with harvesting work showed an efficiency of 76.7%. |
format | Online Article Text |
id | pubmed-10220790 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102207902023-05-28 Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna Lee, Kyuho Choi, Hyohyuk Kim, Junghun Sensors (Basel) Article Research on autonomous driving technology is actively underway to solve the facing problems in the agricultural field. Combine harvesters used in East Asian countries, including Korea, are tracked-type vehicles. The steering control system of the tracked vehicle has different characteristics from the wheeled vehicle used in the agricultural tractor. In this paper, a dual GPS antenna-based autonomous driving system and path tracking algorithm were developed for a robot combine harvester. An α-turn-type work path generation algorithm and a path tracking algorithm were developed. The developed system and algorithm were verified through experiments using actual combine harvesters. The experiment consisted of an experiment with harvesting work and an experiment without harvesting work. In the experiment without harvesting work, an error of 0.052 m occurred during working driving and 0.207 m during turning driving. In the experiment where the harvesting work was carried out, an error of 0.038 m occurred during work driving and 0.195 m during turning driving. As a result of comparing the non-work area and driving time to the results of manual driving, the self-driving experiment with harvesting work showed an efficiency of 76.7%. MDPI 2023-05-21 /pmc/articles/PMC10220790/ /pubmed/37430857 http://dx.doi.org/10.3390/s23104944 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lee, Kyuho Choi, Hyohyuk Kim, Junghun Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna |
title | Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna |
title_full | Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna |
title_fullStr | Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna |
title_full_unstemmed | Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna |
title_short | Development of Path Generation and Algorithm for Autonomous Combine Harvester Using Dual GPS Antenna |
title_sort | development of path generation and algorithm for autonomous combine harvester using dual gps antenna |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10220790/ https://www.ncbi.nlm.nih.gov/pubmed/37430857 http://dx.doi.org/10.3390/s23104944 |
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