A Framework for Consistent and Repeatable Controller Area Network IDS Evaluation

P Agbaje, A Anjum, A Mitra, G Bloom… - … Workshop on Automotive …, 2022 - par.nsf.gov
The landscape of automotive vehicle attack surfaces continues to grow, and vulnerabilities
in the controller area network (CAN) expose vehicles to cyber-physical risks and attacks that …

Benchmarking Frameworks and Comparative Studies of Controller Area Network (CAN) Intrusion Detection Systems: A Review

S Sharmin, H Mansor, AFA Kadir, NA Aziz - arXiv preprint arXiv …, 2024 - arxiv.org
The development of intrusion detection systems (IDS) for the in-vehicle Controller Area
Network (CAN) bus is one of the main efforts being taken to secure the in-vehicle network …

Comparative Evaluation of Anomaly-Based Controller Area Network IDS

S Sharmin, H Mansor, AF Abdul Kadir… - Proceedings of the 2023 …, 2023 - dl.acm.org
The vulnerability of in-vehicle networks, particularly those based on the Controller Area
Network (CAN) protocol, has prompted the development of numerous techniques for …

A survey of network intrusion detection systems for controller area network

G Dupont, J den Hartog, S Etalle… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Modern vehicles are complex safety critical cyber physical systems, that are connected to
the outside world, with all security implications that brings. To enhance vehicle security …

Ai-based intrusion detection systems for in-vehicle networks: A survey

S Rajapaksha, H Kalutarage, MO Al-Kadri… - ACM Computing …, 2023 - dl.acm.org
The Controller Area Network (CAN) is the most widely used in-vehicle communication
protocol, which still lacks the implementation of suitable security mechanisms such as …

can-train-and-test: A New CAN Intrusion Detection Dataset

B Lampe, W Meng - 2023 IEEE 98th Vehicular Technology …, 2023 - ieeexplore.ieee.org
The controller area network (CAN) bus facilitates communication between a vehicle's
microcontrollers, known as electronic control units (ECUs). Developed in 1983, the CAN bus …

DivaCAN: Detecting in-vehicle intrusion attacks on a controller area network using ensemble learning

MH Khan, AR Javed, Z Iqbal, M Asim, AI Awad - Computers & Security, 2024 - Elsevier
The controller area network (CAN) protocol is a critical communication mechanism in
vehicular systems. However, the widespread adoption of this protocol has introduced …

Machine learning-based intrusion detection system for controller area networks

O Minawi, J Whelan, A Almehmadi… - Proceedings of the 10th …, 2020 - dl.acm.org
The automotive industry continues to innovate at an exponential rate to provide a safer and
more efficient experience for consumers. Autonomous vehicles and Vehicle-to-Everything …

Protecting Automotive Controller Area Network: A Review on Intrusion Detection Methods Using Machine Learning Algorithms

J Zhou, W Zhang, G Xie, R Li, K Li - Machine Learning and Optimization …, 2023 - Springer
To manage the future requirements for comfortable, safe, and low-carbon driving, the in-
vehicle network is undergoing rapid developments. Despite the huge changes in its …

[PDF][PDF] A Benchmark Framework for CAN IDS.

D Stabili, F Pollicino, A Rota - ITASEC, 2021 - ceur-ws.org
This paper presents a benchmark framework for Controller Area Network (CAN) Intrusion
Detection Systems (IDS). This framework ships with a dataset and currently supports 4 …