Comparison of machine learning-based anomaly detectors for controller area network

A Venturi, D Stabili, F Pollicino… - 2022 IEEE 21st …, 2022 - ieeexplore.ieee.org
This paper presents a comparative analysis of different Machine Learning-based detection
algorithms designed for Controller Area Network (CAN) communication on three different …

[HTML][HTML] Reconfigurable can intrusion detection and response system

R Saini, R Islam - Electronics, 2024 - mdpi.com
The controller area network (CAN) remains the de facto standard for intra-vehicular
communication. CAN enables reliable communication between various microcontrollers and …

An automotive reference testbed with trusted security services

T Lenard, B Genge, P Haller, A Collen, NA Nijdam - Electronics, 2023 - mdpi.com
While research in the field of automotive systems inclined in the past years towards
technologies such as Vehicle-to-Everything (V2X) or Connected and Automated Vehicle …

[PDF][PDF] A Comprehensive Analysis of Datasets for Automotive Intrusion Detection Systems.

S Lee, W Choi, I Kim, G Lee… - Computers, Materials & …, 2023 - cdn.techscience.cn
Recently, automotive intrusion detection systems (IDSs) have emerged as promising
defense approaches to counter attacks on in-vehicle networks (IVNs). However, the …

Electric Vehicles Security and Privacy: Challenges, Solutions, and Future Needs

A Brighente, M Conti, D Donadel… - arXiv preprint arXiv …, 2023 - arxiv.org
Electric Vehicles (EVs) share common technologies with classical fossil-fueled cars, but they
also employ novel technologies and components (eg, Charging System and Battery …

NeuroCAN: Contextual anomaly detection in controller area networks

P Balaji, M Ghaderi - 2021 IEEE International Smart Cities …, 2021 - ieeexplore.ieee.org
The Controller Area Network (CAN) is an established standard for inter-connecting onboard
Electronic Control Units (ECUs) in a vehicle. Through sensors and actuators, ECUs maintain …

A Survey and Comparative Analysis of Security Properties of CAN Authentication Protocols

A Lotto, F Marchiori, A Brighente, M Conti - arXiv preprint arXiv …, 2024 - arxiv.org
The large number of Electronic Control Units (ECUs) mounted on modern cars and their
expansive communication capabilities create a substantial attack surface for potential …

DGIDS: Dynamic graph-based intrusion detection system for CAN

J Song, G Qin, Y Liang, J Yan, M Sun - Computers & Security, 2024 - Elsevier
Abstract The Controller Area Network (CAN) is widely used in automobiles to interconnect
safety-critical electronic control units (ECUs). Unfortunately, CAN does not have inherent …

Multi-classification in-vehicle intrusion detection system using packet-and sequence-level characteristics from time-embedded transformer with autoencoder

TD Le, HBH Truong, D Kim - Knowledge-Based Systems, 2024 - Elsevier
In recent years, the increased application of controller area network (CAN) protocols has
made it the de facto standard for communication between electronic control units (ECUs) in …

SIDiLDNG: A similarity-based intrusion detection system using improved Levenshtein Distance and N-gram for CAN

J Song, G Qin, Y Liang, J Yan, M Sun - Computers & Security, 2024 - Elsevier
Due to the absence of encryption and authentication mechanisms in the Controller Area
Network (CAN), it is highly susceptible to attacks, especially with the increasing connectivity …