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 …

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 …

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 …

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 system for automotive Controller Area Network (CAN) bus system: a review

SF Lokman, AT Othman, MH Abu-Bakar - EURASIP Journal on Wireless …, 2019 - Springer
The modern vehicles nowadays are managed by networked controllers. Most of the
networks were designed with little concern about security which has recently motivated …

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 …

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 …

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 detection approach of unknown cyber-attacks for intra-vehicle networks using recurrence plots and neural networks

OY Al-Jarrah, K El Haloui, M Dianati… - IEEE Open Journal of …, 2023 - ieeexplore.ieee.org
Proliferation of connected services in modern vehicles could make them vulnerable to a
wide range of cyber-attacks through intra-vehicle networks that connect various vehicle …

Securing CAN bus in connected and autonomous vehicles using supervised machine learning approaches

R Gundu, M Maleki - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
Connected and Autonomous Vehicles (CAVs) are becoming a promising solution in
Intelligent Transportation Systems (ITS). Despite these advancements, vehicles still use a …