V2X collective perception for autonomous mobility

Detalhes bibliográficos
Autor(a) principal: Almeida, Pedro Alves de
Data de Publicação: 2022
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/38856
Resumo: The urban population is growing rapidly, and cities are becoming bigger and more complex to manage. Therefore, new strategies are needed to control traffic congestion efficiently and improve road safety. With the evolution of smart cities and sensing devices, in addition to connected and autonomous vehicles, and vehicular communication, real-time information about the status of the smart city is now available. This dissertation proposes implementing the Collective Perception Service (CPS), a system defined by the European Telecommunications Standards Institute (ETSI), which aims at enabling Intelligent Transportation Systems (ITSs) to cooperate and exchange information about road users, obstacles on the road, and sensing information. The Collective Perception Message (CPM) is the message defined to share information regarding the disseminating Intelligent Transportation System Station (ITS-S), its sensory capabilities and perceived objects. The algorithms to generate CPMs and decide the relevant information from sensors to be integrated, taking into account the state of the road and the network congestion, as well as the information to be included in each message, are proposed. The developed system was evaluated and tested in both laboratory and real-world scenarios using the already existing infrastructure of the Aveiro Tech City Living Lab in Aveiro, Portugal. Results show that the developed system fulfills its goals, allowing ITS-Ss to cooperate and exchange information regarding perceived objects in a useful time. Envisioned use cases are services to detect safety problems on the road and the support for autonomous vehicles. Furthermore, a temporal analysis outlined the influence of the message size on the dissemination process of a CPM, and the need of a mechanism that decides if specific information shall be sent in the CPM. The scalability tests showed the effect of network congestion, testing the limits of the system. The system has already been integrated with an autonomous vehicle, taking advantage of the additional information from the Vehicle to Everything (V2X) communication. With this demonstration, it was shown a real example where more perception information could lead to a better decision making on the navigation plan, improving road safety.
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spelling V2X collective perception for autonomous mobilityVehicular networkCollective perceptionAutonomous mobilitySmart cityThe urban population is growing rapidly, and cities are becoming bigger and more complex to manage. Therefore, new strategies are needed to control traffic congestion efficiently and improve road safety. With the evolution of smart cities and sensing devices, in addition to connected and autonomous vehicles, and vehicular communication, real-time information about the status of the smart city is now available. This dissertation proposes implementing the Collective Perception Service (CPS), a system defined by the European Telecommunications Standards Institute (ETSI), which aims at enabling Intelligent Transportation Systems (ITSs) to cooperate and exchange information about road users, obstacles on the road, and sensing information. The Collective Perception Message (CPM) is the message defined to share information regarding the disseminating Intelligent Transportation System Station (ITS-S), its sensory capabilities and perceived objects. The algorithms to generate CPMs and decide the relevant information from sensors to be integrated, taking into account the state of the road and the network congestion, as well as the information to be included in each message, are proposed. The developed system was evaluated and tested in both laboratory and real-world scenarios using the already existing infrastructure of the Aveiro Tech City Living Lab in Aveiro, Portugal. Results show that the developed system fulfills its goals, allowing ITS-Ss to cooperate and exchange information regarding perceived objects in a useful time. Envisioned use cases are services to detect safety problems on the road and the support for autonomous vehicles. Furthermore, a temporal analysis outlined the influence of the message size on the dissemination process of a CPM, and the need of a mechanism that decides if specific information shall be sent in the CPM. The scalability tests showed the effect of network congestion, testing the limits of the system. The system has already been integrated with an autonomous vehicle, taking advantage of the additional information from the Vehicle to Everything (V2X) communication. With this demonstration, it was shown a real example where more perception information could lead to a better decision making on the navigation plan, improving road safety.A população urbana está a crescer rapidamente, e as cidades estão a tornar-se cada vez maiores e mais complexas de gerir. Por conseguinte, são necessárias novas estratégias para controlar eficazmente o congestionamento do tráfego e melhorar a segurança rodoviária. Com a evolução das smart cities e dos sensores, para além dos veículos ligados e autónomos, e da comunicação veicular, está agora disponível informação em tempo real sobre o estado da cidade inteligente. Esta dissertação propõe a implementação do Collective Perception Service (CPS), um sistema definido pelo European Telecommunications Standards Institute (ETSI), que visa permitir que os Intelligent Transportation Systems (ITSs) cooperem e troquem informação sobre os utilizadores das estradas, obstáculos na estrada, e informação dos sensores. A Collective Perception Message (CPM) é a mensagem definida para partilhar informação sobre a Intelligent Transportation System Station (ITS-S) em divulgação, da capacidade dos seus sensores, e dos objectos detetados. Os algoritmos para gerar as CPMs e decidir que informação dos sensores deve ser integrada tendo em conta o estado da via e o congestionamento da rede, assim como a informação a transmitir em cada mensagem, são propostos. O sistema desenvolvido foi avaliado e testado tanto em cenários de laboratório como em cenários reais, utilizando a infra-estrutura já existente do Aveiro Tech City Living Lab em Aveiro, Portugal. Os resultados mostram que o sistema desenvolvido cumpre os seus objectivos, permitindo que as ITS-Ss cooperarem e troquem informação sobre objectos detetados em tempo útil. Serviços que detetem problemas de segurança na estrada e o suporte para veículos autónomos são exemplos de casos de uso. Além disso, a análise temporal delineou a influência do tamanho das mensagens no processo de disseminação de uma CPM, e a necessidade de um mecanismmo que decida se determinada informação deve ser enviada na CPM. Os testes de escalabilidade mostraram o efeito do congestionamento da rede no mesmo. Este sistema foi já integrado num veículo autónomo, tirando partido da informação adicional da comunicação Vehicle to Everything (V2X). Com esta demonstração, foi mostrado através de um exemplo real que a percepção colectiva pode ajudar no processo de decisão sobre a próxima acção e no plano de navegação, aumentando a segurança rodoviária.2023-12-30T00:00:00Z2022-12-21T00:00:00Z2022-12-21info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10773/38856engAlmeida, Pedro Alves deinfo:eu-repo/semantics/embargoedAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-22T12:15:46Zoai:ria.ua.pt:10773/38856Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:09:07.592397Repositório 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 V2X collective perception for autonomous mobility
title V2X collective perception for autonomous mobility
spellingShingle V2X collective perception for autonomous mobility
Almeida, Pedro Alves de
Vehicular network
Collective perception
Autonomous mobility
Smart city
title_short V2X collective perception for autonomous mobility
title_full V2X collective perception for autonomous mobility
title_fullStr V2X collective perception for autonomous mobility
title_full_unstemmed V2X collective perception for autonomous mobility
title_sort V2X collective perception for autonomous mobility
author Almeida, Pedro Alves de
author_facet Almeida, Pedro Alves de
author_role author
dc.contributor.author.fl_str_mv Almeida, Pedro Alves de
dc.subject.por.fl_str_mv Vehicular network
Collective perception
Autonomous mobility
Smart city
topic Vehicular network
Collective perception
Autonomous mobility
Smart city
description The urban population is growing rapidly, and cities are becoming bigger and more complex to manage. Therefore, new strategies are needed to control traffic congestion efficiently and improve road safety. With the evolution of smart cities and sensing devices, in addition to connected and autonomous vehicles, and vehicular communication, real-time information about the status of the smart city is now available. This dissertation proposes implementing the Collective Perception Service (CPS), a system defined by the European Telecommunications Standards Institute (ETSI), which aims at enabling Intelligent Transportation Systems (ITSs) to cooperate and exchange information about road users, obstacles on the road, and sensing information. The Collective Perception Message (CPM) is the message defined to share information regarding the disseminating Intelligent Transportation System Station (ITS-S), its sensory capabilities and perceived objects. The algorithms to generate CPMs and decide the relevant information from sensors to be integrated, taking into account the state of the road and the network congestion, as well as the information to be included in each message, are proposed. The developed system was evaluated and tested in both laboratory and real-world scenarios using the already existing infrastructure of the Aveiro Tech City Living Lab in Aveiro, Portugal. Results show that the developed system fulfills its goals, allowing ITS-Ss to cooperate and exchange information regarding perceived objects in a useful time. Envisioned use cases are services to detect safety problems on the road and the support for autonomous vehicles. Furthermore, a temporal analysis outlined the influence of the message size on the dissemination process of a CPM, and the need of a mechanism that decides if specific information shall be sent in the CPM. The scalability tests showed the effect of network congestion, testing the limits of the system. The system has already been integrated with an autonomous vehicle, taking advantage of the additional information from the Vehicle to Everything (V2X) communication. With this demonstration, it was shown a real example where more perception information could lead to a better decision making on the navigation plan, improving road safety.
publishDate 2022
dc.date.none.fl_str_mv 2022-12-21T00:00:00Z
2022-12-21
2023-12-30T00:00:00Z
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