CAN bus intrusion detection based on auxiliary classifier GAN and out-of-distribution detection

Q Zhao, M Chen, Z Gu, S Luan, H Zeng… - ACM Transactions on …, 2022 - dl.acm.org
The Controller Area Network (CAN) is a ubiquitous bus protocol present in the
Electrical/Electronic (E/E) systems of almost all vehicles. It is vulnerable to a range of attacks …

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 …

[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 …

Domain adversarial neural network-based intrusion detection system for in-vehicle network variant attacks

J Wei, Y Chen, Y Lai, Y Wang… - IEEE Communications …, 2022 - ieeexplore.ieee.org
A controller area network (CAN) bus that controls real-time communication and data
transmission of electronic control units in vehicles lacks security mechanisms and is highly …

CAN-ADF: The controller area network attack detection framework

S Tariq, S Lee, HK Kim, SS Woo - Computers & Security, 2020 - Elsevier
In recent years, there has been significant interest in developing autonomous vehicles such
as self-driving cars. In-vehicle communications, due to simplicity and reliability, a Controller …

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 …

GIDS: GAN based intrusion detection system for in-vehicle network

E Seo, HM Song, HK Kim - … on privacy, security and trust (PST), 2018 - ieeexplore.ieee.org
A Controller Area Network (CAN) bus in the vehicles is an efficient standard bus enabling
communication between all Electronic Control Units (ECU). However, CAN bus is not …

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 …

An unsupervised learning approach for in-vehicle network intrusion detection

N Leslie - 2021 55th Annual Conference on Information …, 2021 - ieeexplore.ieee.org
In-vehicle networks remain largely unprotected from a myriad of vulnerabilities to failures
caused by adversarial activities. Remote attacks on the SAE J1939 protocol based on …

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 …