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 …

Long short-term memory-based intrusion detection system for in-vehicle controller area network bus

MD Hossain, H Inoue, H Ochiai, D Fall… - 2020 IEEE 44th …, 2020 - ieeexplore.ieee.org
The Controller Area Network (CAN) bus system works inside connected cars as a central
system for communication between electronic control units (ECUs). Despite its central …

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 …

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 …

Intrusion detection system for can bus in-vehicle network based on machine learning algorithms

A Alfardus, DB Rawat - 2021 IEEE 12th Annual Ubiquitous …, 2021 - ieeexplore.ieee.org
The advent of automotive industry has an increasing market demand pertaining to
installation of intelligent transportation facilities in modern vehicles. Now more comfortable …

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 …

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 …

An anomaly detector for CAN bus networks in autonomous cars based on neural networks

S Boumiza, R Braham - 2019 international conference on …, 2019 - ieeexplore.ieee.org
The domain of securing in-vehicle networks has attracted both academic and industrial
researchers due to high danger of attacks on drivers and passengers. While securing wired …

Signature-based intrusion detection system (IDS) for in-vehicle CAN bus network

S Jin, JG Chung, Y Xu - 2021 IEEE international symposium on …, 2021 - ieeexplore.ieee.org
In-vehicle CAN (Controller Area Network) bus network does not have any network security
protection measures, which is facing a serious network security threat. However, most of the …

Detecting can bus intrusion by applying machine learning method to graph based features

RUD Refat, AA Elkhail, A Hafeez, H Malik - Intelligent Systems and …, 2022 - Springer
Modern vehicle is considered as a system vulnerable to attacks because it is connected to
the outside world via a wireless interface. Although, connectivity provides more convenience …