Transformer-based attention network for in-vehicle intrusion detection

TP Nguyen, H Nam, D Kim - IEEE Access, 2023 - ieeexplore.ieee.org
Despite the significant advantages of communication systems between electronic control
units, the controller area network (CAN) protocol is vulnerable to attacks owing to its weak …

[HTML][HTML] Supervised contrastive ResNet and transfer learning for the in-vehicle intrusion detection system

TN Hoang, D Kim - Expert Systems with Applications, 2024 - Elsevier
High-end vehicles have been equipped with several electronic control units (ECUs), which
provide upgrading functions to enhance the driving experience. The controller area network …

CANTransfer: Transfer learning based intrusion detection on a controller area network using convolutional LSTM network

S Tariq, S Lee, SS Woo - Proceedings of the 35th annual ACM …, 2020 - dl.acm.org
In-vehicle communications, due to simplicity and reliability, a Controller Area Network (CAN)
bus is widely used as the de facto standard to provide serial communications between …

CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level

MH Shahriar, Y Xiao, P Moriano… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Modern vehicles rely on a fleet of electronic control units (ECUs) connected through
controller area network (CAN) buses for critical vehicular control. With the expansion of …

CANPerFL: improve in-vehicle intrusion detection performance by sharing knowledge

TN Hoang, MR Islam, K Yim, D Kim - Applied Sciences, 2023 - mdpi.com
The Controller Area Network (CAN) is a widely used communication protocol in
automobiles, but it is vulnerable to various types of attacks. To address this issue …

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 …

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 …

A novel intrusion detection model for the CAN bus packet of in-vehicle network based on attention mechanism and autoencoder

P Wei, B Wang, X Dai, L Li, F He - Digital Communications and Networks, 2023 - Elsevier
The attacks on in-vehicle Controller Area Network (CAN) bus messages severely disrupt
normal communication between vehicles. Therefore, researches on intrusion detection …

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 …

PPM-InVIDS: Privacy protection model for in-vehicle intrusion detection system based complex-valued neural network

M Han, P Cheng, S Ma - Vehicular Communications, 2021 - Elsevier
As the rapidly increasing connectedness of modern vehicles, more and more information
security incidents targeting Intelligent Connected Vehicle (ICV) are emerging. Some …