An Integrated Approach to Securing In-Vehicle CAN Bus Network Using ECU Fingerprinting and Image Classification Techniques

J Mohan - 2023 - deepblue.lib.umich.edu
This paper presents two novel techniques for securing electronic control units (ECUs) in the
controller area network (CAN) bus network of autonomous vehicles (AVs). Method 1 …

A light-weighted machine learning based ECU identification for automotive CAN security

J Li, M Zhang, Y Lai - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
The rise of artificial intelligence brings information security challenges for intelligent
connected vehicles. Securing the CAN is crucial to ensuring the overall security of the in …

Fingerprinting ecus to implement vehicular security for passenger safety using machine learning techniques

S Bellaire, M Bayer, A Hafeez, RUD Refat… - Proceedings of SAI …, 2022 - Springer
Abstract The Controller Area Network (CAN) protocol used in vehicles today was designed
to be fast, reliable, and robust. However, it is inherently insecure due to its lack of any kind of …

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 …

Identifying ecus using inimitable characteristics of signals in controller area networks

W Choi, HJ Jo, S Woo, JY Chun… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
As the functions of vehicles are more computerized for the safety and convenience of
drivers, attack surfaces of vehicle are accordingly increasing. Many attack results have …

Machine learning based ecu detection for automotive security

A Hafeez, J Mohan, M Girdhar… - 2021 17th International …, 2021 - ieeexplore.ieee.org
Due to digital transformation, an autonomous vehi-cle (AV) is realized as a network of
multiple electronic control units (ECUs) for providing ubiquitous connectivity and control-ling …

[HTML][HTML] Prevention of Controller Area Network (CAN) Attacks on Electric Autonomous Vehicles

S Adly, A Moro, S Hammad, SA Maged - Applied Sciences, 2023 - mdpi.com
The importance of vehicle security has increased in recent years in the automotive field,
drawing the attention of both the industry and academia. This is due to the rise in …

Automating ECU identification for vehicle security

M Jaynes, R Dantu, R Varriale… - 2016 15th IEEE …, 2016 - ieeexplore.ieee.org
The field of vehicular cybersecurity has received considerable media and research attention
in the past few years. Given the increasingly connected aspect of consumer automobiles …

Source Linking Framework in Vehicular Networks for Security of Electric Vehicles using Machine Learning

FM Noori, A Hafeez, H Malik, MZ Uddin… - 2023 IEEE Vehicular …, 2023 - ieeexplore.ieee.org
Fully connected autonomous vehicles are more vulnerable than ever to hacking and data
theft. The controller area network (CAN) protocol is an effective means of communication …

Multilayered Framework for Securing Connected Autonomous Vehicle

RUD Refat - 2023 - deepblue.lib.umich.edu
Connected autonomous vehicles (CAVs) hold the promise of not only enhancing functional
safety but also improving mobility and the efficiency of transportation systems. The CAV is a …