Federated Learning-based Misbehaviour detection on an emergency message dissemination scenario for the 6G-enabled Internet of Vehicles

LJ Vinita, V Vetriselvi - Ad Hoc Networks, 2023 - Elsevier
With the 6G-enabled Internet of Vehicles (IoV), the Intelligent Transportation System (ITS)
uses new communication technologies and smart data analysis to make transportation …

Federated Learning-Based Misbehaviour Detection for the 5G-Enabled Internet of Vehicles

P Rani, C Sharma, JVN Ramesh… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The concept of federated learning (FL) is becoming increasingly popular as a method for
training collaborative models without loss the sensitive information. The term has become …

Reinforcement learning based misbehavior detection in vehicular networks

R Sedar, C Kalalas, F Vázquez-Gallego… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
Vehicle-to-everything (V2X) communication is contributing towards the realization of
futuristic vehicular networks such as Internet-of-Vehicles (IoV). The IoV is expected to usher …

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 in vehicular ad hoc networks based on privacy-preserving federated learning and blockchain

P Lv, L Xie, J Xu, X Wu, T Li - IEEE Transactions on Network …, 2022 - ieeexplore.ieee.org
As an irreversible trend, connected vehicles have become increasingly more popular. They
depend on the generation and sharing of data between vehicles to improve safety and …

Secure attack detection framework for hierarchical 6G-enabled internet of vehicles

H Sedjelmaci, N Kaaniche… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The Sixth Generation Heterogeneous Network (6G HetNet) is a global interconnected
system that serves a myriad variety of applications and services across multiple domains …

Misbehavior-aware on-demand collaborative intrusion detection system using distributed ensemble learning for VANET

F A. Ghaleb, F Saeed, M Al-Sarem, B Ali Saleh Al-rimy… - Electronics, 2020 - mdpi.com
Vehicular ad hoc networks (VANETs) play an important role as enabling technology for
future cooperative intelligent transportation systems (CITSs). Vehicles in VANETs share real …

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 …

Blockchain-Enabled Federated Learning for Enhanced Collaborative Intrusion Detection in Vehicular Edge Computing

Z Abou El Houda, H Moudoud, B Brik… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Intelligent Transportation Systems (ITSs) are transforming the global monitoring of road
safety. These systems, including vehicular networks and transportation infrastructure, are …

Blockchain and federated learning for collaborative intrusion detection in vehicular edge computing

H Liu, S Zhang, P Zhang, X Zhou… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
The vehicular networks constructed by interconnected vehicles and transportation
infrastructure are vulnerable to cyber-intrusions due to the expanded use of software and the …