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 …

X-CANIDS: Signal-Aware Explainable Intrusion Detection System for Controller Area Network-Based In-Vehicle Network

S Jeong, S Lee, H Lee, HK Kim - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Controller Area Network (CAN) is an essential networking protocol that connects multiple
electronic control units (ECUs) in a vehicle. However, CAN-based in-vehicle networks (IVNs) …

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 Method for Translating Automotive Body-Related CAN Messages Based on Labeled Bits

Z Bi, G Xu, C Wang, G Xu, S Zhang - Applied Sciences, 2023 - mdpi.com
Traditional mechanical parts have been increasingly replaced by in-vehicle electronic
control units (ECUs) that communicate via control area networks (CAN). For security …

CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level

MH Shahriar, Y Xiao, P Moriano… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Modern vehicles rely on a fleet of electronic control units (ECUs) connected through
controller area network (CAN) buses for critical vehicular control. With the expansion of …

Towards a CAN IDS based on a neural network data field predictor

K Pawelec, RA Bridges, FL Combs - Proceedings of the ACM workshop …, 2019 - dl.acm.org
Modern vehicles contain a few controller area networks (CANs), which allow scores of on-
board electronic control units (ECUs) to communicate messages critical to vehicle functions …

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 …

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 …

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 …

An enhanced method for reverse engineering CAN data payload

W Choi, S Lee, K Joo, HJ Jo… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Recently, numerous electronic components are installed in vehicles, providing drivers and
passengers with increased safety and convenience. The electronic components construct an …