Towards reverse engineering controller area network messages using machine learning

C Young, J Svoboda… - 2020 IEEE 6th World …, 2020 - ieeexplore.ieee.org
The automotive Controller Area Network (CAN) allows Electronic Control Units (ECUs) to
communicate with each other and control various vehicular functions such as engine and …

A data-driven minimal approach for CAN bus reverse engineering

A Buscemi, G Castignani, T Engel… - 2020 IEEE 3rd …, 2020 - ieeexplore.ieee.org
Current in-vehicle communication systems lack security features, such as encryption and
secure authentication. The approach most commonly used by car manufacturers is to …

[HTML][HTML] Bit-level automotive controller area network message reverse framework based on linear regression

Z Bi, G Xu, G Xu, C Wang, S Zhang - Sensors, 2022 - mdpi.com
Modern intelligent and networked vehicles are increasingly equipped with electronic control
units (ECUs) with increased computing power. These electronic devices form an in-vehicle …

Automated reverse engineering and attack for CAN using OBD-II

TU Kang, HM Song, S Jeong… - 2018 IEEE 88th Vehicular …, 2018 - ieeexplore.ieee.org
Controller area network (CAN) is one of the most popular in-vehicle networks. CAN allows
electronic control units (ECUs) to communicate with each other. ECUs control various …

A transfer learning based abnormal can bus message detection system

L Kang, H Shen - 2021 IEEE 18th International Conference on …, 2021 - ieeexplore.ieee.org
Electronic control units and actuators in a modern vehicle transmit messages through a
controller area network (CAN) bus to ensure driving safety. However, adversaries can easily …

Poster: A methodology for semi-automated CAN bus reverse engineering

A Buscemi, I Turcanu, G Castignani… - 2021 IEEE Vehicular …, 2021 - ieeexplore.ieee.org
Semi-automated Controller Area Network (CAN) reverse engineering has been shown to
provide decoding accuracy comparable to the manual approach, while reducing the time …

Divider: Delay-time based sender identification in automotive networks

S Ohira, AK Desta, T Kitagawa, I Arai… - 2020 IEEE 44th …, 2020 - ieeexplore.ieee.org
Controller Area Network (CAN) is one of the in-vehicle network protocols that is used to
communicate among Electronic Control Units (ECUs) and has been de-facto standard. CAN …

LibreCAN: Automated CAN message translator

MD Pesé, T Stacer, CA Campos, E Newberry… - Proceedings of the …, 2019 - dl.acm.org
Modern Connected and Autonomous Vehicles (CAVs) are equipped with an increasing
number of Electronic Control Units (ECUs), many of which produce large amounts of data …

ACTT: Automotive CAN tokenization and translation

M Verma, R Bridges, S Hollifield - … International Conference on …, 2018 - ieeexplore.ieee.org
Modern vehicles contain scores of Electrical Control Units (ECUs) that broadcast messages
over a Controller Area Network (CAN). Vehicle manufacturers rely on security through …

A model-based method for enabling source mapping and intrusion detection on proprietary can bus

J Zhou, G Xie, H Zeng, W Zhang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
With the deep integration of the Internet of Things (IoT) technology and the increase of
computational power and memory, vehicles can also serve as the infrastructures for …