MLIDS: Handling raw high-dimensional CAN bus data using long short-term memory networks for intrusion detection in in-vehicle networks

AK Desta, S Ohira, I Arai… - 2020 30th International …, 2020 - ieeexplore.ieee.org
CAN uses no authentication and encryption mechanisms for secure communication. To
solve the security issues of the CAN bus, a deep learning-based intrusion detection systems …

Keep the moving vehicle secure: Context-aware intrusion detection system for in-vehicle CAN bus security

S Rajapaksha, H Kalutarage… - … on Cyber Conflict …, 2022 - ieeexplore.ieee.org
The growth of information technologies has driven the development of the transportation
sector, including connected and autonomous vehicles. Due to its communication …

GVIDS: A reliable vehicle intrusion detection system based on generative adversarial network

Y Zhao, Y Xun, J Liu, S Ma - GLOBECOM 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
5G and artificial intelligence greatly promote the development of intelligent and connected
vehicle (ICV). However, ICV opens more ports to the outside world, making it easy for …

VCIDS: Collaborative intrusion detection of sensor and actuator attacks on connected vehicles

P Guo, H Kim, L Guan, M Zhu, P Liu - … Falls, ON, Canada, October 22–25 …, 2018 - Springer
Modern urban vehicles adopt sensing, communication and computing modules into almost
every functioning aspect to assist humans in driving. However, the advanced technologies …

ICVTest: A Practical Black-Box Penetration Testing Framework for Evaluating Cybersecurity of Intelligent Connected Vehicles

H Zhang, J Wang, Y Wang, M Li, J Song, Z Liu - Applied Sciences, 2023 - mdpi.com
Intelligent connected vehicles (ICVs) are equipped with extensive electronic control units
which offer convenience but also pose significant cybersecurity risks. Penetration testing …

Intrusion detection system for can bus in-vehicle network based on machine learning algorithms

A Alfardus, DB Rawat - 2021 IEEE 12th Annual Ubiquitous …, 2021 - ieeexplore.ieee.org
The advent of automotive industry has an increasing market demand pertaining to
installation of intelligent transportation facilities in modern vehicles. Now more comfortable …

Revisiting Automotive Attack Surfaces: a Practitioners' Perspective

P Jing, Z Cai, Y Cao, L Yu, Y Du, W Zhang… - 2024 IEEE Symposium …, 2023 - computer.org
As modern vehicles become increasingly complex in terms of both external attack surfaces
and internal in-vehicle network (IVN) topology, ensuring their cybersecurity remains a …

Long short-term memory-based intrusion detection system for in-vehicle controller area network bus

MD Hossain, H Inoue, H Ochiai, D Fall… - 2020 IEEE 44th …, 2020 - ieeexplore.ieee.org
The Controller Area Network (CAN) bus system works inside connected cars as a central
system for communication between electronic control units (ECUs). Despite its central …

Automotive virtual in-sensor analytics for securing vehicular communication

GI Trouli, G Kornaros - IEEE Design & Test, 2020 - ieeexplore.ieee.org
Automotive Virtual In-sensor Analytics for Securing Vehicular Communication Page 1 91
2168-2356/20©2020 IEEE Copublished by the IEEE CEDA, IEEE CASS, IEEE SSCS, and TTTC …

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 …