[PDF][PDF] Detecting attacks on the CAN protocol with machine learning

V Chockalingam, I Larson, D Lin, S Nofzinger - Annu EECS, 2016 - geekstor.github.io
Modern automobiles have seen a dramatic increase in the use of electronic systems over
the last decade as they have gotten “smarter” and more technologically advanced. In doing …

CANAttack: Assessing Vulnerabilities within Controller Area Network

D Oladimeji, A Rasheed, C Varol, M Baza… - Sensors, 2023 - mdpi.com
Current vehicles include electronic features that provide ease and convenience to drivers.
These electronic features or nodes rely on in-vehicle communication protocols to ensure …

Copycan: An error-handling protocol based intrusion detection system for controller area network

S Longari, M Penco, M Carminati… - Proceedings of the ACM …, 2019 - dl.acm.org
In the last years, the automotive industry has incorporated more and more electronic
components in vehicles, leading to complex on-board networks of Electronic Control Units …

DT-DS: CAN intrusion detection with decision tree ensembles

J Mehta, G Richard, L Lugosch, D Yu… - ACM Transactions on …, 2023 - dl.acm.org
The controller area network (CAN) protocol, used in many modern vehicles for real-time inter-
device communications, is known to have cybersecurity vulnerabilities, putting passengers …

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 …

Evaluation of can bus security challenges

M Bozdal, M Samie, S Aslam, I Jennions - Sensors, 2020 - mdpi.com
The automobile industry no longer relies on pure mechanical systems; instead, it benefits
from many smart features based on advanced embedded electronics. Although the rise in …

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 …

can-train-and-test: A New CAN Intrusion Detection Dataset

B Lampe, W Meng - 2023 IEEE 98th Vehicular Technology …, 2023 - ieeexplore.ieee.org
The controller area network (CAN) bus facilitates communication between a vehicle's
microcontrollers, known as electronic control units (ECUs). Developed in 1983, the CAN bus …

SIMPLE: Single-frame based physical layer identification for intrusion detection and prevention on in-vehicle networks

M Foruhandeh, Y Man, R Gerdes, M Li… - Proceedings of the 35th …, 2019 - dl.acm.org
The Controller Area Network (CAN) is a bus standard commonly used in the automotive
industry for connecting Electronic Control Units (ECUs) within a vehicle. The broadcast …

DivaCAN: Detecting in-vehicle intrusion attacks on a controller area network using ensemble learning

MH Khan, AR Javed, Z Iqbal, M Asim, AI Awad - Computers & Security, 2024 - Elsevier
The controller area network (CAN) protocol is a critical communication mechanism in
vehicular systems. However, the widespread adoption of this protocol has introduced …