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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...

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Autores principales: Zainudin, Hazim, Koufos, Konstantinos, Lee, Graham, Jiang, Lintong, Dianati, Mehrdad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
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.
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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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