PlaSA - Platooning Service Architecture

Ribeiro, Bruno; Gonçalves, Fábio; Hapanchak, Vadym; Gama, Óscar; Barros, Sara; Araújo, Paulo Amarante de; Costa, António; Nicolau, Maria João; Dias, Bruno; Macedo, Joaquim; Santos, Alexandre

doi:10.1145/3272036.3272042

Cited by 5 publications

(3 citation statements)

References 15 publications

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“…The L 1 clusters are, in this implementation, organized into Platoonings, as described in Ribeiro et al [36], facilitating the constructions of the clusters. Figure 6 shows an example of a platooning, the cluster of trucks moving in a coordinated convoy inside the red brackets.…”

Section: Clusteringmentioning

confidence: 99%

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An Intelligent Hierarchical Security Framework for VANETs

2021

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Vehicular Ad hoc Networks (VANETs) are an emerging type of network that increasingly encompass a larger number of vehicles. They are the basic support for Intelligent Transportation Systems (ITS) and for establishing frameworks which enable communication among road entities and foster the development of new applications and services aimed at enhancing driving experience and increasing road safety. However, VANETs’ demanding characteristics make it difficult to implement security mechanisms, creating vulnerabilities easily explored by attackers. The main goal of this work is to propose an Intelligent Hierarchical Security Framework for VANET making use of Machine Learning (ML) algorithms to enhance attack detection, and to define methods for secure communications among entities, assuring strong authentication, privacy, and anonymity. The ML algorithms used in this framework have been trained and tested using vehicle communications datasets, which have been made publicly available, thus providing easily reproducible and verifiable results. The obtained results show that the proposed Intrusion Detection System (IDS) framework is able to detect attacks accurately, with a low False Positive Rate (FPR). Furthermore, results show that the framework can benefit from using different types of algorithms at different hierarchical levels, selecting light and fast processing algorithms in the lower levels, at the cost of accuracy, and using more precise, accurate, and complex algorithms in nodes higher in the hierarchy.

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Section: Clusteringmentioning

confidence: 99%

“…Platooning is an ITS application that allows vehicles to travel in a convoy manner very close to each other with constant speeds and gaps [36] (Figure 6). It may be composed of several vehicle types, including trucks, buses, and passenger vehicles.…”

Section: Clusteringmentioning

confidence: 99%

An Intelligent Hierarchical Security Framework for VANETs

2021

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“…Coordinating these group communication is then the central requirement of an application platform for connected vehicles. One of the example of such requirement is the application of vehicle platooning [16].…”

Section: Communication Modelmentioning

confidence: 99%

Taxonomy of an Application Model

Giang

Leung

Lea

2019

Proceedings of the 9th ACM Symposium on Design and Analysis of Intelligent Vehicular Networks and Applications

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With the advent of advanced computing systems beyond personal computing, such as mobile computing, cloud computing or recently, vehicular ad-hoc network, it is crucial that we understand the application development process of each type of these systems. Better understanding of how applications are built in different environment allows us to design better application models and system supports for developers. This paper studies the taxonomy of application models and defines its consisting aspects, namely application scope, application abstraction level, application structure, communication model and programming model. With the better understanding of the application models in general, we lay out the requirements for developing a class of large scale connected vehicle applications.

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