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Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas

Autonomous driving and its real-world implementation have been among the most actively studied topics in the past few years. In recent years, this growth has been accelerated by the development of advanced deep learning-based data processing technologies. Moreover, large automakers manufacture vehic...

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Autores principales: Pyo, Jeong-Won, Bae, Sang-Hyeon, Joo, Sung-Hyeon, Lee, Mun-Kyu, Ghosh, Arpan, Kuc, Tae-Yong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735493/
https://www.ncbi.nlm.nih.gov/pubmed/36501795
http://dx.doi.org/10.3390/s22239094
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author Pyo, Jeong-Won
Bae, Sang-Hyeon
Joo, Sung-Hyeon
Lee, Mun-Kyu
Ghosh, Arpan
Kuc, Tae-Yong
author_facet Pyo, Jeong-Won
Bae, Sang-Hyeon
Joo, Sung-Hyeon
Lee, Mun-Kyu
Ghosh, Arpan
Kuc, Tae-Yong
author_sort Pyo, Jeong-Won
collection PubMed
description Autonomous driving and its real-world implementation have been among the most actively studied topics in the past few years. In recent years, this growth has been accelerated by the development of advanced deep learning-based data processing technologies. Moreover, large automakers manufacture vehicles that can achieve partially or fully autonomous driving for driving on real roads. However, self-driving cars are limited to some areas with multi-lane roads, such as highways, and self-driving cars that drive in urban areas or residential complexes are still in the development stage. Among autonomous vehicles for various purposes, this paper focused on the development of autonomous vehicles for garbage collection in residential areas. Since we set the target environment of the vehicle as a residential complex, there is a difference from the target environment of a general autonomous vehicle. Therefore, in this paper, we defined ODD, including vehicle length, speed, and driving conditions for the development vehicle to drive in a residential area. In addition, to recognize the vehicle’s surroundings and respond to various situations, it is equipped with various sensors and additional devices that can notify the outside of the vehicle’s state or operate it in an emergency. In addition, an autonomous driving system capable of object recognition, lane recognition, route planning, vehicle manipulation, and abnormal situation detection was configured to suit the vehicle hardware and driving environment configured in this way. Finally, by performing autonomous driving in the actual experimental section with the developed vehicle, it was confirmed that the function of autonomous driving in the residential area works appropriately. Moreover, we confirmed that this vehicle would support garbage collection works through the experiment of work efficiency.
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spelling pubmed-97354932022-12-11 Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas Pyo, Jeong-Won Bae, Sang-Hyeon Joo, Sung-Hyeon Lee, Mun-Kyu Ghosh, Arpan Kuc, Tae-Yong Sensors (Basel) Article Autonomous driving and its real-world implementation have been among the most actively studied topics in the past few years. In recent years, this growth has been accelerated by the development of advanced deep learning-based data processing technologies. Moreover, large automakers manufacture vehicles that can achieve partially or fully autonomous driving for driving on real roads. However, self-driving cars are limited to some areas with multi-lane roads, such as highways, and self-driving cars that drive in urban areas or residential complexes are still in the development stage. Among autonomous vehicles for various purposes, this paper focused on the development of autonomous vehicles for garbage collection in residential areas. Since we set the target environment of the vehicle as a residential complex, there is a difference from the target environment of a general autonomous vehicle. Therefore, in this paper, we defined ODD, including vehicle length, speed, and driving conditions for the development vehicle to drive in a residential area. In addition, to recognize the vehicle’s surroundings and respond to various situations, it is equipped with various sensors and additional devices that can notify the outside of the vehicle’s state or operate it in an emergency. In addition, an autonomous driving system capable of object recognition, lane recognition, route planning, vehicle manipulation, and abnormal situation detection was configured to suit the vehicle hardware and driving environment configured in this way. Finally, by performing autonomous driving in the actual experimental section with the developed vehicle, it was confirmed that the function of autonomous driving in the residential area works appropriately. Moreover, we confirmed that this vehicle would support garbage collection works through the experiment of work efficiency. MDPI 2022-11-23 /pmc/articles/PMC9735493/ /pubmed/36501795 http://dx.doi.org/10.3390/s22239094 Text en © 2022 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
Pyo, Jeong-Won
Bae, Sang-Hyeon
Joo, Sung-Hyeon
Lee, Mun-Kyu
Ghosh, Arpan
Kuc, Tae-Yong
Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas
title Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas
title_full Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas
title_fullStr Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas
title_full_unstemmed Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas
title_short Development of an Autonomous Driving Vehicle for Garbage Collection in Residential Areas
title_sort development of an autonomous driving vehicle for garbage collection in residential areas
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735493/
https://www.ncbi.nlm.nih.gov/pubmed/36501795
http://dx.doi.org/10.3390/s22239094
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