Ai-based intrusion detection systems for in-vehicle networks: A survey

S Rajapaksha, H Kalutarage, MO Al-Kadri… - ACM Computing …, 2023‏ - dl.acm.org
The Controller Area Network (CAN) is the most widely used in-vehicle communication
protocol, which still lacks the implementation of suitable security mechanisms such as …

Deep learning in the fast lane: A survey on advanced intrusion detection systems for intelligent vehicle networks

M Almehdhar, A Albaseer, MA Khan… - IEEE Open Journal …, 2024‏ - ieeexplore.ieee.org
The rapid evolution of modern automobiles into intelligent and interconnected entities
presents new challenges in cybersecurity, particularly in Intrusion Detection Systems (IDS) …

Federated graph neural network for fast anomaly detection in controller area networks

H Zhang, K Zeng, S Lin - IEEE Transactions on Information …, 2023‏ - ieeexplore.ieee.org
Due to the lack of CAN frame encryption and authentication, CAN bus is vulnerable to
various attacks, which can in general be divided into message injection, suspension, and …

Security assessment of in-vehicle communication protocols

A Anwar, A Anwar, L Moukahal, M Zulkernine - Vehicular Communications, 2023‏ - Elsevier
As the automotive industry has progressed in recent years, in-vehicle networks have also
changed. In contrast to traditional vehicles, modern vehicles communicate through …

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 …

MGA-IDS: Optimal feature subset selection for anomaly detection framework on in-vehicle networks-CAN bus based on genetic algorithm and intrusion detection …

D Aksu, MA Aydin - Computers & Security, 2022‏ - Elsevier
Controller area network (CAN) bus which provides efficient, reliable and robust
communication between electronic control units (ECUs) is the most frequently used protocol …

A novel framework for detection and prevention of denial of service attacks on autonomous vehicles using fuzzy logic

M Sadaf, Z Iqbal, Z Anwar, U Noor, M Imran… - Vehicular …, 2024‏ - Elsevier
Every year, millions of people lose their lives due to road accidents, and countless others
suffer from severe injuries. Moreover, these accidents cause economic losses worldwide …

Intrusion detection system can-bus in-vehicle networks based on the statistical characteristics of attacks

J Khan, DW Lim, YS Kim - Sensors, 2023‏ - mdpi.com
For in-vehicle network communication, the controller area network (CAN) broadcasts to all
connected nodes without address validation. Therefore, it is highly vulnerable to all sorts of …

The hybrid similar neighborhood robust factorization machine model for can bus intrusion detection in the in-vehicle network

Y He, Z Jia, M Hu, C Cui, Y Cheng… - IEEE Transactions on …, 2021‏ - ieeexplore.ieee.org
Controller area network (CAN) is the most commonly used bus technology for In-vehicle
network and uses multicast communication without corresponding security measures …

Design and Experimental Assessment of Real-Time Anomaly Detection Techniques for Automotive Cybersecurity

P Dini, S Saponara - Sensors, 2023‏ - mdpi.com
In recent decades, an exponential surge in technological advancements has significantly
transformed various aspects of daily life. The proliferation of indispensable objects such as …