WINDS: A wavelet-based intrusion detection system for Controller Area Network (CAN)

M Bozdal, M Samie, IK Jennions - IEEE Access, 2021 - ieeexplore.ieee.org
Vehicles are equipped with Electronic Control Units (ECUs) to increase their overall system
functionality and connectivity. However, the rising connectivity exposes a defenseless …

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 …

Machine learning-based intrusion detection system for controller area networks

O Minawi, J Whelan, A Almehmadi… - Proceedings of the 10th …, 2020 - dl.acm.org
The automotive industry continues to innovate at an exponential rate to provide a safer and
more efficient experience for consumers. Autonomous vehicles and Vehicle-to-Everything …

Detecting in-vehicle CAN message attacks using heuristics and RNNs

S Tariq, S Lee, HK Kim, SS Woo - … 13, 2018, Revised Selected Papers 1, 2019 - Springer
In vehicle communications, due to simplicity and reliability, a Controller Area Network (CAN)
bus is used as the de facto standard to provide serial communication between Electronic …

Modeling inter-signal arrival times for accurate detection of can bus signal injection attacks: a data-driven approach to in-vehicle intrusion detection

MR Moore, RA Bridges, FL Combs, MS Starr… - Proceedings of the 12th …, 2017 - dl.acm.org
Modern vehicles rely on hundreds of on-board electronic control units (ECUs)
communicating over in-vehicle networks. As external interfaces to the car control networks …

A hybrid deep learning based intrusion detection system using spatial-temporal representation of in-vehicle network traffic

W Lo, H Alqahtani, K Thakur, A Almadhor… - Vehicular …, 2022 - Elsevier
A significant increase in the use of electronics control units (ECUs) in modern vehicles has
made controller area network (CAN) a de facto standard in the automotive industry. CAN …

A novel detection approach of unknown cyber-attacks for intra-vehicle networks using recurrence plots and neural networks

OY Al-Jarrah, K El Haloui, M Dianati… - IEEE Open Journal of …, 2023 - ieeexplore.ieee.org
Proliferation of connected services in modern vehicles could make them vulnerable to a
wide range of cyber-attacks through intra-vehicle networks that connect various vehicle …

[HTML][HTML] Canova: a hybrid intrusion detection framework based on automatic signal classification for can

A Nichelini, CA Pozzoli, S Longari, M Carminati… - Computers & …, 2023 - Elsevier
Over the years, vehicles have become increasingly complex and an attractive target for
malicious adversaries. This raised the need for effective and efficient Intrusion Detection …

CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level

MH Shahriar, Y Xiao, P Moriano… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Modern vehicles rely on a fleet of electronic control units (ECUs) connected through
controller area network (CAN) buses for critical vehicular control. With the expansion of …

CAN-ADF: The controller area network attack detection framework

S Tariq, S Lee, HK Kim, SS Woo - Computers & Security, 2020 - Elsevier
In recent years, there has been significant interest in developing autonomous vehicles such
as self-driving cars. In-vehicle communications, due to simplicity and reliability, a Controller …