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 …

A comprehensive survey on authentication and attack detection schemes that threaten it in vehicular ad-hoc networks

S Dong, H Su, Y **a, F Zhu, X Hu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As Vehicular Ad-hoc Networks (VANETs) bring fantastic revolution to intelligent
transportation systems, their own security has become an important research topic …

False message detection in Internet of Vehicle through machine learning and vehicle consensus

C Cheong, S Li, Y Cao, X Zhang, D Liu - Information Processing & …, 2024 - Elsevier
The introduction of Internet of Vehicles (IoV) is promising in enabling vehicles to
communicate with each other. However, attackers can invade the on-board operating …

MDFD: A multi-source data fusion detection framework for Sybil attack detection in VANETs

Y Chen, Y Lai, Z Zhang, H Li, Y Wang - Computer Networks, 2023 - Elsevier
Abstract Sybil attacks in Vehicular Ad-Hoc Networks (VANETs) conduct malicious behavior
by falsifying and faking messages between vehicles. It poses a significant threat to the safety …

A taxonomy and analysis of misbehaviour detection in cooperative intelligent transport systems: a systematic review

MA Amanullah, SW Loke, M Baruwal Chhetri… - ACM Computing …, 2023 - dl.acm.org
Cooperative Intelligent Transport Systems (C-ITS) is one of the proposed solutions to
improve the safety and efficiency of road transport. However, C-ITS is prone to …

Feature engineering impact on position falsification attacks detection in vehicular ad-hoc network

E Abdelkreem, S Hussein, A Tammam - International Journal of …, 2024 - Springer
The vehicular ad-hoc network is a technology that enables vehicles to interact with each
other and the surrounding infrastructure, aiming to enhance road safety and driver comfort …

Secure authentication scheme for VANET based on blockchain

Y Cheng, S Xu, M Zang, S Jiang… - 2021 7th International …, 2021 - ieeexplore.ieee.org
The Internet of Vehicles (IoVs) is a communication environment that consists of various
interconnected sensing devices, instruments, and other intelligent vehicles and applications …

Prediction and Analysis of Machine Learning Models for Efficient Routing Protocol in VANET Using Feature Information

P Sehrawat, M Chawla - Wireless Personal Communications, 2024 - Springer
Abstract Vehicular Ad-hoc Networks (VANET) as the key correspondence organizing
innovation has been pulled in by the scholarly world and enterprises with surprising turn of …

[PDF][PDF] Push-Based Content Dissemination and Machine Learning-Oriented Illusion Attack Detection in Vehicular Named Data Networking.

AH Magsi, G Muhammad, S Karim… - … , Materials & Continua, 2023 - researchgate.net
Recent advancements in the Vehicular Ad-hoc Network (VANET) have tremendously
addressed road-related challenges. Specifically, Named Data Networking (NDN) in VANET …

[HTML][HTML] Misbehavior detection in intelligent transportation systems based on federated learning

EM Campos, JL Hernandez-Ramos, AG Vidal… - Internet of Things, 2024 - Elsevier
Misbehavior detection represents a key security approach in vehicular scenarios to identify
attacks that cannot be detected by traditional cryptographic mechanisms. In this context, the …