An Effective Ensemble Learning-Based Real-Time Intrusion Detection Scheme for an In-Vehicle Network

E Alalwany, I Mahgoub - Electronics, 2024 - mdpi.com
The emergence of connected and autonomous vehicles has led to complex network
architectures for electronic control unit (ECU) communication. The controller area network …

[HTML][HTML] Beyond vanilla: Improved autoencoder-based ensemble in-vehicle intrusion detection system

S Rajapaksha, H Kalutarage, MO Al-Kadri… - Journal of information …, 2023 - Elsevier
Modern automobiles are equipped with a large number of electronic control units (ECUs) to
provide safe, driver assistance and comfortable services. The controller area network (CAN) …

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 …

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 …

Intrusion Detection Method for In‐Vehicle CAN Bus Based on Message and Time Transfer Matrix

Z Bi, G Xu, G Xu, M Tian, R Jiang… - Security and …, 2022 - Wiley Online Library
As the number and computational power of electronic computing units installed in standard
automobiles continue to increase, contemporary motor vehicles face more cybersecurity …

Intrusion detection in vehicle controller area network (can) bus using machine learning: A comparative performance study

BS Bari, K Yelamarthi, S Ghafoor - Sensors, 2023 - mdpi.com
Electronic Control Units (ECUs) have been increasingly used in modern vehicles to control
the operations of the vehicle, improve driving comfort, and safety. For the operation of the …

Universal intrusion detection system on in-vehicle network

MR Islam, I Oh, K Yim - International Conference on Innovative Mobile and …, 2023 - Springer
Abstract The Controller Area Network (CAN) protocol is widely used in automotive and
industrial applications for communication. However, the lack of authentication and …

CANintelliIDS: Detecting in-vehicle intrusion attacks on a controller area network using CNN and attention-based GRU

AR Javed, S Ur Rehman, MU Khan… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Controller area network (CAN) is a communication protocol that provides reliable and
productive transmission between in-vehicle nodes continuously. CAN bus protocol is …

Unsupervised deep learning approach for in-vehicle intrusion detection system

H Narasimhan, V Ravi… - IEEE Consumer …, 2021 - ieeexplore.ieee.org
The controller area network (CAN) is a standard communication protocol used for sending
messages between electronic control unit of a modern automotive system. CAN protocol …

[HTML][HTML] A robust multi-stage intrusion detection system for in-vehicle network security using hierarchical federated learning

M Althunayyan, A Javed, O Rana - Vehicular Communications, 2024 - Elsevier
As connected and autonomous vehicles proliferate, the Controller Area Network (CAN) bus
has become the predominant communication standard for in-vehicle networks due to its …