Enhancing ECU identification security in CAN networks using distortion modeling and neural networks

A Hafeez, H Malik, A Irtaza, MZ Uddin… - Frontiers in Computer …, 2024 - frontiersin.org
A novel technique for electronic control unit (ECU) identification is proposed in this study to
address security vulnerabilities of the controller area network (CAN) protocol. The reliable …

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 …

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 …

Artificial intelligence and cybersecurity: Building an automotive cybersecurity framework using machine learning algorithms

N Kaja - 2019 - deepblue.lib.umich.edu
Automotive technology has continued to advance in many aspects. As an outcome of such
advancements, autonomous vehicles are closer to commercialization and have brought to …

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 …

State of the art survey on comparison of physical fingerprinting-based intrusion detection techniques for in-vehicle security

A Hafeez, K Rehman, H Malik - 2020 - sae.org
Controller area network (CAN) is used as a legacy protocol for in-vehicle communication.
However, it lacks basic security features such as message authentication, integrity …

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 …

State of the art survey on comparison of can, flexray, lin protocol and simulation of lin protocol

A Hafeez, K Topolovec, C Zolo, W Sarwar - 2020 - sae.org
Controller area network (CAN), FlexRay and local inter-connect network (LIN) digital
protocols are commonly used for communication in modern vehicles. A modern vehicle …

Exploiting channel distortion for transmitter identification for in-vehicle network security

A Hafeez, SC Ponnapali, H Malik - SAE International Journal of …, 2020 - sae.org
Cyberattacks on financial and government institutions, critical infrastructure, voting systems,
businesses, modern vehicles, and so on are on the rise. Fully connected autonomous …

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 …