A two-layer collaborative vehicle-edge intrusion detection system for vehicular communications

PH Mirzaee, M Shojafar, H Bagheri… - 2021 IEEE 94th …, 2021 - ieeexplore.ieee.org
With increased wireless connectivity and embedded sensors, vehicles are becoming more
intelligent, offering Internet access, telematics, and advanced driver assistance systems …

Machine learning for automotive security in technology transfer

VS Barletta, D Caivano, C Catalano… - World Conference on …, 2023 - Springer
The new breed of vehicles comes stashed with cutting-edge technologies. The in-vehicle
communication system (CAN Bus) smartly connects to all such Electronic Control Units …

Scission: Signal characteristic-based sender identification and intrusion detection in automotive networks

M Kneib, C Huth - Proceedings of the 2018 ACM SIGSAC conference on …, 2018 - dl.acm.org
Increased connectivity increases the attack vector. This also applies to connected vehicles in
which vulnerabilities not only threaten digital values but also humans and the environment …

Intrusion detection systems for intra-vehicle networks: A review

OY Al-Jarrah, C Maple, M Dianati, D Oxtoby… - Ieee …, 2019 - ieeexplore.ieee.org
A modern vehicle is a complex system of sensors, electronic control units, and actuators
connected through different types of intra-vehicle networks to control and monitor the state of …

Intrusion detection on the in-vehicle network using machine learning

S Sharmin, H Mansor - 2021 3rd International Cyber Resilience …, 2021 - ieeexplore.ieee.org
Controller Area Network (CAN) is a protocol for the in-vehicle network that connects
microcontrollers called Electronic Control Units (ECUs) and other components in a vehicle …

In-vehicle network intrusion detection systems: a systematic survey of deep learning-based approaches

F Luo, J Wang, X Zhang, Y Jiang, Z Li, C Luo - PeerJ Computer Science, 2023 - peerj.com
Developments in connected and autonomous vehicle technologies provide drivers with
many convenience and safety benefits. Unfortunately, as connectivity and complexity within …

[HTML][HTML] Detecting in-vehicle intrusion via semi-supervised learning-based convolutional adversarial autoencoders

TN Hoang, D Kim - Vehicular Communications, 2022 - Elsevier
With the development of autonomous vehicle technology, the controller area network (CAN)
bus has become the de facto standard for an in-vehicle communication system because of …

MTH-IDS: A multitiered hybrid intrusion detection system for internet of vehicles

L Yang, A Moubayed, A Shami - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Modern vehicles, including connected vehicles and autonomous vehicles, nowadays
involve many electronic control units connected through intravehicle networks (IVNs) to …

Daga: Detecting attacks to in-vehicle networks via n-gram analysis

D Stabili, L Ferretti, M Andreolini… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recent research showcased several cyber-attacks against unmodified licensed vehicles,
demonstrating the vulnerability of their internal networks. Many solutions have already been …

SPARTA: Signal Propagation-based Attack Recognition and Threat Avoidance for Automotive Networks

O Schell, M Kneib - Proceedings of the 2023 ACM Asia Conference on …, 2023 - dl.acm.org
With wider availability of wireless interfaces and a rising integration of software, it becomes
easier for attackers to access vehicular communication networks and exploit vulnerabilities …