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 …
accelerated deploying Connected and Automated Vehicles (CAVs). Integrating V2X with 5G …
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 …
Physical layer plausibility checks for misbehavior detection in V2X networks
Location spoofing is a proven and powerful attack against Vehicle-to-everything (V2X)
communication systems that can cause traffic congestion and other safety hazards. Recent …
communication systems that can cause traffic congestion and other safety hazards. Recent …
[HTML][HTML] Novel hyper-tuned ensemble random forest algorithm for the detection of false basic safety messages in internet of vehicles
Detection of nodes disseminating false data is a prerequisite for effective deployment of
Internet of Vehicles (IoV) services. This work proposed a novel hyper-tuned ensemble …
Internet of Vehicles (IoV) services. This work proposed a novel hyper-tuned ensemble …
Ml-mds: Machine learning based misbehavior detection system for cognitive software-defined multimedia vanets (csdmv) in smart cities
Security is a major concern in vehicular networks for reliable communication between the
source and the destination in smart cities. Data, these days, is in the form of safety or non …
source and the destination in smart cities. Data, these days, is in the form of safety or non …
[HTML][HTML] Comprehensive review on misbehavior detection for vehicular ad hoc networks
X Xu, Y Wang, P Wang - Journal of Advanced Transportation, 2022 - hindawi.com
Vehicular ad hoc networks (VANETs) can increase road safety and comfort. It needs strong
demand for security because the data sent in VANETs influence vehicles' behavior. Existing …
demand for security because the data sent in VANETs influence vehicles' behavior. Existing …
Machine learning based misbehaviour detection in VANET using consecutive BSM approach
A Sharma, A Jaekel - IEEE Open Journal of Vehicular …, 2021 - ieeexplore.ieee.org
Vehicular ad-hoc network (VANET) is an emerging technology for vehicle-to-vehicle
communication vital for reducing road accidents and traffic congestion in an Intelligent …
communication vital for reducing road accidents and traffic congestion in an Intelligent …
Intelligent misbehavior detection system for detecting false position attacks in vehicular networks
Position falsification attacks are one of the most dangerous internal attacks in vehicular
networks. Several Machine Learning-based Misbehavior Detection Systems (ML-based …
networks. Several Machine Learning-based Misbehavior Detection Systems (ML-based …
A misbehavior detection framework for cooperative intelligent transport systems
With changing times, the need for security increases in all fields, whether we talk about
cloud networks or vehicular networks. In every place, it has its importance, but in vehicular …
cloud networks or vehicular networks. In every place, it has its importance, but in vehicular …
Simulation framework for misbehavior detection in vehicular networks
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 …
our driving experience in the near future. In such systems, vehicles and Road-Side Unit …