AI-based anomaly identification techniques for vehicles communication protocol systems: Comprehensive investigation, research opportunities and challenges

H Ahmad, MM Gulzar, S Aziz, S Habib, I Ahmed - Internet of Things, 2024 - Elsevier
Abstract The use of Controller Area Network in advanced automobiles as a communication
technology is becoming more common. However, there is a lack of adequate privacy …

[HTML][HTML] can-train-and-test: A Curated CAN Dataset for Automotive Intrusion Detection

B Lampe, W Meng - Computers & Security, 2024 - Elsevier
When it comes to in-vehicle networks (IVNs), the controller area network (CAN) bus
dominates the market; automobiles manufactured and sold worldwide depend on the CAN …

A novel hybrid quantum-classical framework for an in-vehicle controller area network intrusion detection

MS Salek, PK Biswas, J Pollard, J Hales, Z Shen… - IEEE …, 2023 - ieeexplore.ieee.org
In-vehicle controller area network (CAN) is susceptible to various cyberattacks due to its
broadcast-based communication nature. An attacker can inject false messages to a vehicle's …

A comprehensive guide to CAN IDS data and introduction of the ROAD dataset

ME Verma, RA Bridges, MD Iannacone, SC Hollifield… - PLoS one, 2024 - journals.plos.org
Although ubiquitous in modern vehicles, Controller Area Networks (CANs) lack basic
security properties and are easily exploitable. A rapidly growing field of CAN security …

CVAR-FL IoV Intrusion Detection Framework

J Zhao, X Rao, JQ Liu, Y Guo, BK Yang - International Conference on …, 2023 - Springer
With the popularization of internet of vehicles (IoV) applications, security issues are
becoming increasingly prominent. IoV is vulnerable to various attacks, which may endanger …

Reverse Engineering of Feedback Control Systems and Classification of Resistance Spot Welding Times Using Random Forest in Automotive Body-In-White …

JM Spoor, D Stade, J Ovtcharova… - 2023 9th International …, 2023 - ieeexplore.ieee.org
To improve cycle time planning in the automotive Body-In-White manufacturing, a better
understanding of the adaptive controller's decision as well as the causes for a prolongation …

Generative Neural Network-Based Defense Methods Against Cyberattacks for Connected and Autonomous Vehicles

MS Salek - 2023 - search.proquest.com
The rapid advancement of communication and artificial intelligence technologies is
propelling the development of connected and autonomous vehicles (CAVs), revolutionizing …

ANALYZING THE CAN PROTOCOL: VULNERABILITIES, PROTECTIVE MEASURES AND IMPROVEMENTS

MR Bobbala, R Kavitha - International Journal of …, 2024 - ejournal.svgacademy.org
Abstract The Controller Area Network (CAN) bus, originally designed for internal
communication among a limited number of Electronic Control Units (ECUs) within vehicles …

Stream Comparator: Defending Against Targeted Spoofing Attacks for In-Vehicle Can Bus Using Selective Redundant Communication

G Zhang, Q Liu, J Li, W Qin, Y Li - Available at SSRN 4766986 - papers.ssrn.com
Abstract Controller Area Network (CAN) is a widely used bus in modern vehicles, playing a
vital role in vehicle control. However, CAN is vulnerable to spoofing attacks due to its …

[PDF][PDF] Reverse Engineering of Multiplexed CAN Frames

A Buscemi, T Engel, KG Shin - ndss-symposium.org
The Controller Area Network (CAN) is widely deployed as the de facto global standard for
the communication between Electronic Control Units (ECUs) in the automotive sector …