AI-based anomaly identification techniques for vehicles communication protocol systems: Comprehensive investigation, research opportunities and challenges

H Ahmad, MM Gulzar, S Aziz, S Habib, I Ahmed - Internet of Things, 2024 - Elsevier
Abstract The use of Controller Area Network in advanced automobiles as a communication
technology is becoming more common. However, there is a lack of adequate privacy …

Systematic Review: Anomaly Detection in Connected and Autonomous Vehicles

JRV Solaas, N Tuptuk, E Mariconti - arXiv preprint arXiv:2405.02731, 2024 - arxiv.org
This systematic review focuses on anomaly detection for connected and autonomous
vehicles. The initial database search identified 2160 articles, of which 203 were included in …

Machine Learning-Based Anomaly Detection for Securing In-Vehicle Networks

A Alfardus, DB Rawat - Electronics, 2024 - mdpi.com
In-vehicle networks (IVNs) are networks that allow communication between different
electronic components in a vehicle, such as infotainment systems, sensors, and control …

NovelADS: A novel anomaly detection system for intra-vehicular networks

K Agrawal, T Alladi, A Agrawal… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Modern vehicular electronics is a complex system of multiple Electronic Control Units
(ECUs) communicating to provide efficient vehicle functioning. These ECUs communicate …

[HTML][HTML] FIVADMI: A Framework for In-Vehicle Anomaly Detection by Monitoring and Isolation

K Mahbub, A Nehme, M Patwary, M Lacoste, S Allio - Future Internet, 2024 - mdpi.com
Self-driving vehicles have attracted significant attention in the automotive industry that is
heavily investing to reach the level of reliability needed from these safety critical systems …

A hybrid approach for fast anomaly detection in controller area networks

J Sunny, S Sankaran, V Saraswat - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Recent advancements in the field of in-vehicle network and wireless communication, has
been steadily progressing. Also, the advent of technologies such as Vehicular Adhoc …

A survey of anomaly detection for connected vehicle cybersecurity and safety

GK Rajbahadur, AJ Malton… - 2018 IEEE Intelligent …, 2018 - ieeexplore.ieee.org
Anomaly detection techniques have been applied to the challenging problem of ensuring
both cybersecurity and safety of connected vehicles. We propose a taxonomy of prior …

Machine learning based anomaly detection technique for in-vehicle networks

A Akar - 2017 - earsiv.cankaya.edu.tr
The automotive industry faces a revolution by connecting vehicles to the communication
infrastructure in the scope of intelligent transportation systems (ITS). The idea of internet of …

Lightweight diagnostic-based secure framework for electronic control units in vehicles

TA Awaad, MW El-Kharashi… - … Symposium on Networks …, 2021 - ieeexplore.ieee.org
Cyber-physical security has become a central and primary concern in the automotive field
due to its rapid development. Thus, the necessity to introduce intrusion detection system …

Retracted: An Evolutionary Deep Learning Anomaly Detection Framework for In-Vehicle Networks-CAN Bus

Y Lin, C Chen, F Xiao, O Avatefipour… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Modern vehicles are no longer considered as mere mechanical-based device, instead, they
have been hugely replaced by sophisticated electric devices known as Electronic Control …