A survey on ai/ml-driven intrusion and misbehavior detection in networked autonomous systems: Techniques, challenges and opportunities

O Ajibuwa, B Hamdaoui, AA Yavuz - arXiv preprint arXiv:2305.05040, 2023 - arxiv.org
AI/ML-based intrusion detection systems (IDSs) and misbehavior detection systems (MDSs)
have shown great potential in identifying anomalies in the network traffic of networked …

[HTML][HTML] A review of security attacks and intrusion detection in the vehicular networks

T Nandy, RM Noor, R Kolandaisamy, MYI Idris… - Journal of King Saud …, 2024 - Elsevier
With the proliferation of Vehicular Ad Hoc Networks (VANETs), ensuring the security and
integrity of communication within these networks has become a paramount concern. This …

Quantum optimization for fast CAN bus intrusion detection

D Caivano, M De Vincentiis, F Nitti, A Pal - Proceedings of the 1st …, 2022 - dl.acm.org
Modern vehicles, nowadays, come loaded with hundreds of different sensors generating a
huge amount of data. This data is shared and processed among different Electronic Control …

Systematic evaluation of automotive intrusion detection datasets

A Vahidi, T Rosenstatter, NI Mowla - … of the 6th ACM Computer Science …, 2022 - dl.acm.org
Some current and next generation security solutions employ machine learning and related
technologies. Due to the nature of these applications, correct use of machine learning can …

CF-AIDS: Comprehensive Frequency-Agnostic Intrusion Detection System on In-Vehicle Network

MR Islam, M Sahlabadi, K Kim, Y Kim, K Yim - IEEE Access, 2023 - ieeexplore.ieee.org
Many studies have focused on obtaining high accuracy in the design of Intrusion Detection
Systems (IDS) for in-vehicle networks, neglecting the significance of different intensive …

Mitigating voltage fingerprint spoofing attacks on the controller area network bus

W Lalouani, Y Dang, M Younis - Cluster Computing, 2023 - Springer
Abstract The Controller Area Network (CAN) bus suffers security vulnerabilities that allow
message spoofing and masquerading Electronic Control Units (ECUs). A popular provision …

Enhanced Intrusion Detection in In-Vehicle Networks using Advanced Feature Fusion and Stacking-Enriched Learning

A Altalbe - IEEE Access, 2023 - ieeexplore.ieee.org
Modern vehicles rely heavily on interconnected electronic control units (ECUs) through in-
vehicle networks to perform crucial functions such as braking and monitoring engine RPMs …

A Method for Translating Automotive Body-Related CAN Messages Based on Labeled Bits

Z Bi, G Xu, C Wang, G Xu, S Zhang - Applied Sciences, 2023 - mdpi.com
Traditional mechanical parts have been increasingly replaced by in-vehicle electronic
control units (ECUs) that communicate via control area networks (CAN). For security …

Investigation of Security Threat Datasets for Intra-and Inter-Vehicular Environments

A Haddaji, S Ayed, L Chaari Fourati… - Sensors, 2024 - mdpi.com
Vehicular networks have become a critical component of modern transportation systems by
facilitating communication between vehicles and infrastructure. Nonetheless, the security of …

Artificial Intelligence for Automotive Security: How to Support Developers in Automotive Solutions

V Santa Barletta, C Catalano… - … on Metrology for …, 2023 - ieeexplore.ieee.org
With newer and more advanced technologies in the automotive industry come complex and
sinister threats. To thwart attacks targeted at a vehicle's Controller Area Network (CAN) …