A survey on machine learning-based misbehavior detection systems for 5g and beyond vehicular networks

A Boualouache, T Engel - IEEE Communications Surveys & …, 2023 - ieeexplore.ieee.org
Advances in Vehicle-to-Everything (V2X) technology and onboard sensors have significantly
accelerated deploying Connected and Automated Vehicles (CAVs). Integrating V2X with 5G …

Machine Learning based intrusion detection systems for connected autonomous vehicles: A survey

J Nagarajan, P Mansourian, MA Shahid… - Peer-to-Peer Networking …, 2023 - Springer
Abstract Connected and Autonomous Vehicles (CAVs) expect to dramatically improve road
safety and efficiency of the transportation system. However, CAVs can be vulnerable to …

Falsification detection system for IoV using randomized search optimization ensemble algorithm

GO Anyanwu, CI Nwakanma, JM Lee… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Falsification detection is a critical advance in ensuring that real-time information about
vehicles and their movement states is certified on the Internet of Vehicles (IoV). Thus …

An intelligent intrusion detection system for 5g-enabled internet of vehicles

B Sousa, N Magaia, S Silva - Electronics, 2023 - mdpi.com
The deployment of 5G technology has drawn attention to different computer-based
scenarios. It is useful in the context of Smart Cities, the Internet of Things (IoT), and Edge …

An intelligent hierarchical security framework for vanets

F Gonçalves, J Macedo, A Santos - Information, 2021 - mdpi.com
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 …

Flow-based intrusion detection system in vehicular ad hoc network using context-aware feature extraction

EA Shams, A Rizaner, AH Ulusoy - Vehicular Communications, 2023 - Elsevier
Autonomous transportation systems have an immense impact on the way of our day-to-day
commute or traveling. Connectedness is an inseparable part of these systems, and it is …

Intelligent hierarchical intrusion detection system for VANETs

F Gonçalves, J Macedo, A Santos - 2021 13th International …, 2021 - ieeexplore.ieee.org
Vehicular Ad hoc Networks (VANETs) allow road entities to communicate with each other
and with the infrastructure, enabling the development of more complex scenarios and …

Evaluation of VANET datasets in context of an intrusion detection system

F Gonçalves, J Macedo, A Santos - … Conference on Software …, 2021 - ieeexplore.ieee.org
Vehicular Ad hoc Networks (VANETs) are the core of Intelligent Transportation Systems
(ITS), allowing vehicles to communicate between themselves and with other entities …

WEKA-based real-time attack detection for VANET simulations

Y Chaouche, É Renault… - … Conference on Software …, 2023 - ieeexplore.ieee.org
The number of connected vehicles has significantly increased in recent years and Vehicular
Ad Hoc Networks (VANETs) are one of the most important technologies developed for these …

A review and a tutorial of ML-based MDS technology within a VANET context: From data collection to trained model deployment

H Marouane, A Dandoush, L Amour, A Erbad - Authorea Preprints, 2023 - techrxiv.org
Recent advances in telecommunication and machine learning (ML) have allowed for new
smart and autonomous vehicle applications to improve road safety, environmental …