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 for security in vehicular networks: A comprehensive survey

A Talpur, M Gurusamy - IEEE Communications Surveys & …, 2021 - ieeexplore.ieee.org
Machine Learning (ML) has emerged as an attractive and viable technique to provide
effective solutions for a wide range of application domains. An important application domain …

A machine-learning-based data-centric misbehavior detection model for internet of vehicles

P Sharma, H Liu - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
The Internet of Things (IoT) boosts road safety, efficiency, and infotainment by connecting
vehicles to form the Internet of Vehicles (IoV). Specifically to safety, IoV complements …

Misbehavior detection for position falsification attacks in VANETs using machine learning

S Ercan, M Ayaida, N Messai - IEEE Access, 2021 - ieeexplore.ieee.org
Cooperative Intelligent Transport Systems (C-ITS) is an advanced technology for road safety
and traffic efficiency over Vehicular Ad Hoc Networks (VANETs) allowing vehicles to …

A survey on the current security landscape of intelligent transportation systems

A Lamssaggad, N Benamar, AS Hafid, M Msahli - IEEE Access, 2021 - ieeexplore.ieee.org
With the proliferation of embedded technologies and wireless capabilities, today's vehicles
are no longer isolated mechanical machines. They become part of a hyper-connected …

Machine-learning-assisted security and privacy provisioning for edge computing: A survey

S Singh, R Sulthana, T Shewale… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Edge computing (EC), is a technological game changer that has the ability to connect
millions of sensors and provide services at the device end. The broad vision of EC integrates …

Simulation framework for misbehavior detection in vehicular networks

J Kamel, MR Ansari, J Petit, A Kaiser… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Cooperative Intelligent Transport Systems (C-ITS) is an ongoing technology that will change
our driving experience in the near future. In such systems, vehicles and Road-Side Unit …

Privacy preserving misbehavior detection in IoV using federated machine learning

A Uprety, DB Rawat, J Li - 2021 IEEE 18th annual consumer …, 2021 - ieeexplore.ieee.org
Data falsification attack in Vehicular Ad hoc Networks (VANET) for the Internet of Vehicles
(IoV) is achieved by corrupting the data exchanged between nodes with false information …

[HTML][HTML] A review of the use of artificial intelligence methods in infrastructure systems

L McMillan, L Varga - Engineering Applications of Artificial Intelligence, 2022 - Elsevier
The artificial intelligence (AI) revolution offers significant opportunities to capitalise on the
growth of digitalisation and has the potential to enable the 'system of systems' approach …

Veremi extension: A dataset for comparable evaluation of misbehavior detection in vanets

J Kamel, M Wolf, RW Van Der Hei… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Cooperative Intelligent Transport Systems (C-ITS) is a new upcoming technology that aims
at increasing road safety and reducing traffic accidents. C-ITS is based on peer-to-peer …