Federated learning-based misbehaviour detection for the 5G-enabled internet of vehicles
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 …
training collaborative models without loss the sensitive information. The term has become …
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 …
uses new communication technologies and smart data analysis to make transportation …
Fast and progressive misbehavior detection in internet of vehicles based on broad learning and incremental learning systems
In recent years, deep learning (DL) has been widely used in vehicle misbehavior detection
and has attracted great attention due to its powerful nonlinear mapping ability. However …
and has attracted great attention due to its powerful nonlinear mapping ability. However …
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 …
vehicles to form the Internet of Vehicles (IoV). Specifically to safety, IoV complements …
Blockchain-Enabled Federated Learning for Enhanced Collaborative Intrusion Detection in Vehicular Edge Computing
Intelligent Transportation Systems (ITSs) are transforming the global monitoring of road
safety. These systems, including vehicular networks and transportation infrastructure, are …
safety. These systems, including vehicular networks and transportation infrastructure, are …
Cyber security and privacy of connected and automated vehicles (CAVs)-based federated learning: challenges, opportunities, and open issues
Connected and automated vehicles (CAVs) are becoming a reality. Prototyping and testing
of self-driving vehicle technology are becoming more popular around the world. The secure …
of self-driving vehicle technology are becoming more popular around the world. The secure …
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 …
system that serves a myriad variety of applications and services across multiple domains …
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 …
depend on the generation and sharing of data between vehicles to improve safety and …
Cybersecurity threats in connected and automated vehicles based federated learning systems
R Al Mallah, G Badu-Marfo… - 2021 IEEE Intelligent …, 2021 - ieeexplore.ieee.org
Federated learning (FL) is a machine learning technique that aims at training an algorithm
across decentralized entities holding their local data private. Wireless mobile networks allow …
across decentralized entities holding their local data private. Wireless mobile networks allow …
On-demand security framework for 5GB vehicular networks
Building accurate Machine Learning (ML) attack detection models for 5G and Beyond (5GB)
vehicular networks requires collaboration between Vehicle-to-Everything (V2X) nodes …
vehicular networks requires collaboration between Vehicle-to-Everything (V2X) nodes …