Ecu fingerprinting through parametric signal modeling and artificial neural networks for in-vehicle security against spoofing attacks

A Hafeez, K Topolovec, S Awad - 2019 15th International …, 2019 - ieeexplore.ieee.org
Fully connected autonomous vehicles are more vulnerable than ever to hacking and data
theft. The controller area network (CAN) protocol is used for communication between in …

Identify a spoofing attack on an in-vehicle CAN bus based on the deep features of an ECU fingerprint signal

Y Yang, Z Duan, M Tehranipoor - Smart Cities, 2020 - mdpi.com
An in-vehicle controller area network (CAN) bus is vulnerable because of increased sharing
among modern autonomous vehicles and the weak protocol design principle. Spoofing …

Finger printing of engine control units by using frequency response for secure in-vehicle communication

A Hafeez, M Tayyab, C Zolo… - 2018 14th International …, 2018 - ieeexplore.ieee.org
The Controller Area Network (CAN) is a primary protocol for in-vehicle communication
between the engine control units. However, there are certain flaws in the architecture of this …

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 …

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 …

Scission: Signal characteristic-based sender identification and intrusion detection in automotive networks

M Kneib, C Huth - Proceedings of the 2018 ACM SIGSAC conference on …, 2018 - dl.acm.org
Increased connectivity increases the attack vector. This also applies to connected vehicles in
which vulnerabilities not only threaten digital values but also humans and the environment …

Physical-Fingerprinting of Electronic Control Unit (ECU) Based on Machine Learning Algorithm for In-Vehicle Network Communication Protocol “CAN-BUS”

O Avatefipour - 2017 - deepblue.lib.umich.edu
The Controller Area Network (CAN) bus serves as a legacy protocol for in-vehicle data
communication. Simplicity, robustness, and suitability for real-time systems are the salient …

On the robustness of signal characteristic-based sender identification

M Kneib, O Schell, C Huth - arXiv preprint arXiv:1911.09881, 2019 - arxiv.org
Vehicles become more vulnerable to remote attackers in modern days due to their
increasing connectivity and range of functionality. Such increased attack vectors enable …

An experimental study towards attacker identification in automotive networks

J Ning, J Liu - 2019 IEEE Global Communications Conference …, 2019 - ieeexplore.ieee.org
The auxiliary functions of modern vehicles have increased the number of attack surfaces. As
the most important information exchange channel for vehicles, Controller Area Network …

An entropy analysis based intrusion detection system for controller area network in vehicles

Q Wang, Z Lu, G Qu - 2018 31st IEEE International System-on …, 2018 - ieeexplore.ieee.org
Dozens of Electronic Control Units (ECUs) can be found on modern vehicles for safety and
driving assistance. These ECUs also introduce new security vulnerabilities as recent attacks …