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Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts
This paper reports the implementation and results of a simulation-based analysis of the impact of cloud/edge-enabled cooperative perception on the performance of automated driving in unsignalized roundabouts. This is achieved by comparing the performance of automated driving assisted by cooperative...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10464950/ https://www.ncbi.nlm.nih.gov/pubmed/37649809 http://dx.doi.org/10.3389/frobt.2023.1164950 |
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author | Zainudin, Hazim Koufos, Konstantinos Lee, Graham Jiang, Lintong Dianati, Mehrdad |
author_facet | Zainudin, Hazim Koufos, Konstantinos Lee, Graham Jiang, Lintong Dianati, Mehrdad |
author_sort | Zainudin, Hazim |
collection | PubMed |
description | This paper reports the implementation and results of a simulation-based analysis of the impact of cloud/edge-enabled cooperative perception on the performance of automated driving in unsignalized roundabouts. This is achieved by comparing the performance of automated driving assisted by cooperative perception to that of a baseline system, where the automated vehicle relies only on its onboard sensing and perception for motion planning and control. The paper first provides the descriptions of the implemented simulation model, which integrates the SUMO road traffic generator and CARLA simulator. This includes descriptions of both the baseline and cooperative perception-assisted automated driving systems. We then define a set of relevant key performance indicators for traffic efficiency, safety, and ride comfort, as well as simulation scenarios to collect relevant data for our analysis. This is followed by the description of simulation scenarios, presentation of the results, and discussions of the insights learned from the results. |
format | Online Article Text |
id | pubmed-10464950 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104649502023-08-30 Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts Zainudin, Hazim Koufos, Konstantinos Lee, Graham Jiang, Lintong Dianati, Mehrdad Front Robot AI Robotics and AI This paper reports the implementation and results of a simulation-based analysis of the impact of cloud/edge-enabled cooperative perception on the performance of automated driving in unsignalized roundabouts. This is achieved by comparing the performance of automated driving assisted by cooperative perception to that of a baseline system, where the automated vehicle relies only on its onboard sensing and perception for motion planning and control. The paper first provides the descriptions of the implemented simulation model, which integrates the SUMO road traffic generator and CARLA simulator. This includes descriptions of both the baseline and cooperative perception-assisted automated driving systems. We then define a set of relevant key performance indicators for traffic efficiency, safety, and ride comfort, as well as simulation scenarios to collect relevant data for our analysis. This is followed by the description of simulation scenarios, presentation of the results, and discussions of the insights learned from the results. Frontiers Media S.A. 2023-08-15 /pmc/articles/PMC10464950/ /pubmed/37649809 http://dx.doi.org/10.3389/frobt.2023.1164950 Text en Copyright © 2023 Zainudin, Koufos, Lee, Jiang and Dianati. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Robotics and AI Zainudin, Hazim Koufos, Konstantinos Lee, Graham Jiang, Lintong Dianati, Mehrdad Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts |
title | Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts |
title_full | Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts |
title_fullStr | Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts |
title_full_unstemmed | Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts |
title_short | Impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts |
title_sort | impact analysis of cooperative perception on the performance of automated driving in unsignalized roundabouts |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10464950/ https://www.ncbi.nlm.nih.gov/pubmed/37649809 http://dx.doi.org/10.3389/frobt.2023.1164950 |
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