Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1784846778658455552 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9735493 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT pyojeongwon developmentofanautonomousdrivingvehicleforgarbagecollectioninresidentialareas AT baesanghyeon developmentofanautonomousdrivingvehicleforgarbagecollectioninresidentialareas AT joosunghyeon developmentofanautonomousdrivingvehicleforgarbagecollectioninresidentialareas AT leemunkyu developmentofanautonomousdrivingvehicleforgarbagecollectioninresidentialareas AT ghosharpan developmentofanautonomousdrivingvehicleforgarbagecollectioninresidentialareas AT kuctaeyong developmentofanautonomousdrivingvehicleforgarbagecollectioninresidentialareas |