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 …

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 …

An effective in-vehicle CAN bus intrusion detection system using CNN deep learning approach

MD Hossain, H Inoue, H Ochiai, D Fall… - … 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
The modern car is increasingly connected. That connection is magnified by the presence of
a large number of electronic control units (ECUs). The communication between the ECUs of …

Rec-CNN: In-vehicle networks intrusion detection using convolutional neural networks trained on recurrence plots

AK Desta, S Ohira, I Arai, K Fujikawa - Vehicular Communications, 2022 - Elsevier
A controller area network (CAN) is a communication protocol for in-vehicle networks.
Communication between electronic control units (ECUs) is facilitated by the CAN bus. This …

LSTM-based intrusion detection system for in-vehicle can bus communications

MD Hossain, H Inoue, H Ochiai, D Fall… - Ieee …, 2020 - ieeexplore.ieee.org
The modern automobile is a complex piece of technology that uses the Controller Area
Network (CAN) bus system as a central system for managing the communication between …

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 …

In-vehicle network intrusion detection using deep convolutional neural network

HM Song, J Woo, HK Kim - Vehicular Communications, 2020 - Elsevier
The implementation of electronics in modern vehicles has resulted in an increase in attacks
targeting in-vehicle networks; thus, attack detection models have caught the attention of the …

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 …

Comparative performance evaluation of intrusion detection based on machine learning in in-vehicle controller area network bus

T Moulahi, S Zidi, A Alabdulatif, M Atiquzzaman - IEEE Access, 2021 - ieeexplore.ieee.org
Communication between the nodes in a vehicle is performed using many protocols. The
most common of these is known as the Controller Area Network (CAN). The functionality of …

A hybrid deep learning based intrusion detection system using spatial-temporal representation of in-vehicle network traffic

W Lo, H Alqahtani, K Thakur, A Almadhor… - Vehicular …, 2022 - Elsevier
A significant increase in the use of electronics control units (ECUs) in modern vehicles has
made controller area network (CAN) a de facto standard in the automotive industry. CAN …