Adaptive Traffic Control Using Cooperative Communication Through Visible Light

Detalhes bibliográficos
Autor(a) principal: Vieira, Manuel Augusto
Data de Publicação: 2024
Outros Autores: Vieira, Manuela, Louro, Paula, Vieira, Pedro, Fernandes, Rafael
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/172764
Resumo: Funding Information: Manuel Vieira, Manuela Vieira, Paula Louro, Pedro Vieira, and Rafael Fernandes declare that they do not have any conflicts of interest. This work was sponsored by FCT – Fundação para a Ciência e a Tecnologia, within the Research Unit CTS-Center of Technology and Systems, and by IPL/2022/POSEIDON_ISEL. This article does not contain any studies with human participants or animals performed by any of the authors. Publisher Copyright: © 2024, The Author(s).
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spelling Adaptive Traffic Control Using Cooperative Communication Through Visible LightDeep reinforcement learning modelLight controlled intersectionQueue distanceTraffic controlVehicular communication“Mesh/cellular” hybrid networkComputer Science(all)Computer Science ApplicationsComputer Networks and CommunicationsComputer Graphics and Computer-Aided DesignComputational Theory and MathematicsArtificial IntelligenceSDG 11 - Sustainable Cities and CommunitiesFunding Information: Manuel Vieira, Manuela Vieira, Paula Louro, Pedro Vieira, and Rafael Fernandes declare that they do not have any conflicts of interest. This work was sponsored by FCT – Fundação para a Ciência e a Tecnologia, within the Research Unit CTS-Center of Technology and Systems, and by IPL/2022/POSEIDON_ISEL. This article does not contain any studies with human participants or animals performed by any of the authors. Publisher Copyright: © 2024, The Author(s).The study aims to create a Visible-Light Communication (VLC) system for secure vehicle management at intersections. This involves enabling communication between vehicles and infrastructure (V2V, V2I, and I2V) using headlights, streetlights, and traffic signals. Mobile optical receivers gather data, determine their location, and read transmitted information through joint transmission. An intersection manager coordinates traffic and communicates with vehicles through embedded Driver Agents. The system utilizes a "mesh/cellular" hybrid network configuration and encodes data into light signals emitted by transmitters. Optical sensors and filtering properties enable reception and decoding. The study demonstrates bidirectional communication, employing queue/request/response mechanisms and relative pose concepts for safe vehicle passage. A deep reinforcement learning model controls traffic light cycles, validated via simulation in a Simulation of Urban Mobility simulator. Results show that this adaptive traffic control system effectively collects detailed vehicle data and ensures secure communication within the short-range mesh network.UNINOVA-Instituto de Desenvolvimento de Novas TecnologiasCTS - Centro de Tecnologia e SistemasRUNVieira, Manuel AugustoVieira, ManuelaLouro, PaulaVieira, PedroFernandes, Rafael2024-09-30T22:34:25Z2024-012024-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article20application/pdfhttp://hdl.handle.net/10362/172764eng2662-995XPURE: 100328700https://doi.org/10.1007/s42979-023-02483-9info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-10-21T01:37:36Zoai:run.unl.pt:10362/172764Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-10-21T01:37:36Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Adaptive Traffic Control Using Cooperative Communication Through Visible Light
title Adaptive Traffic Control Using Cooperative Communication Through Visible Light
spellingShingle Adaptive Traffic Control Using Cooperative Communication Through Visible Light
Vieira, Manuel Augusto
Deep reinforcement learning model
Light controlled intersection
Queue distance
Traffic control
Vehicular communication
“Mesh/cellular” hybrid network
Computer Science(all)
Computer Science Applications
Computer Networks and Communications
Computer Graphics and Computer-Aided Design
Computational Theory and Mathematics
Artificial Intelligence
SDG 11 - Sustainable Cities and Communities
title_short Adaptive Traffic Control Using Cooperative Communication Through Visible Light
title_full Adaptive Traffic Control Using Cooperative Communication Through Visible Light
title_fullStr Adaptive Traffic Control Using Cooperative Communication Through Visible Light
title_full_unstemmed Adaptive Traffic Control Using Cooperative Communication Through Visible Light
title_sort Adaptive Traffic Control Using Cooperative Communication Through Visible Light
author Vieira, Manuel Augusto
author_facet Vieira, Manuel Augusto
Vieira, Manuela
Louro, Paula
Vieira, Pedro
Fernandes, Rafael
author_role author
author2 Vieira, Manuela
Louro, Paula
Vieira, Pedro
Fernandes, Rafael
author2_role author
author
author
author
dc.contributor.none.fl_str_mv UNINOVA-Instituto de Desenvolvimento de Novas Tecnologias
CTS - Centro de Tecnologia e Sistemas
RUN
dc.contributor.author.fl_str_mv Vieira, Manuel Augusto
Vieira, Manuela
Louro, Paula
Vieira, Pedro
Fernandes, Rafael
dc.subject.por.fl_str_mv Deep reinforcement learning model
Light controlled intersection
Queue distance
Traffic control
Vehicular communication
“Mesh/cellular” hybrid network
Computer Science(all)
Computer Science Applications
Computer Networks and Communications
Computer Graphics and Computer-Aided Design
Computational Theory and Mathematics
Artificial Intelligence
SDG 11 - Sustainable Cities and Communities
topic Deep reinforcement learning model
Light controlled intersection
Queue distance
Traffic control
Vehicular communication
“Mesh/cellular” hybrid network
Computer Science(all)
Computer Science Applications
Computer Networks and Communications
Computer Graphics and Computer-Aided Design
Computational Theory and Mathematics
Artificial Intelligence
SDG 11 - Sustainable Cities and Communities
description Funding Information: Manuel Vieira, Manuela Vieira, Paula Louro, Pedro Vieira, and Rafael Fernandes declare that they do not have any conflicts of interest. This work was sponsored by FCT – Fundação para a Ciência e a Tecnologia, within the Research Unit CTS-Center of Technology and Systems, and by IPL/2022/POSEIDON_ISEL. This article does not contain any studies with human participants or animals performed by any of the authors. Publisher Copyright: © 2024, The Author(s).
publishDate 2024
dc.date.none.fl_str_mv 2024-09-30T22:34:25Z
2024-01
2024-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/172764
url http://hdl.handle.net/10362/172764
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2662-995X
PURE: 100328700
https://doi.org/10.1007/s42979-023-02483-9
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 20
application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv mluisa.alvim@gmail.com
_version_ 1817548564136460288

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