In-vehicle network intrusion detection systems: a systematic survey of deep learning-based approaches

F Luo, J Wang, X Zhang, Y Jiang, Z Li, C Luo - PeerJ Computer Science, 2023 - peerj.com
Developments in connected and autonomous vehicle technologies provide drivers with
many convenience and safety benefits. Unfortunately, as connectivity and complexity within …

Addressing the lack of comparability & testing in can intrusion detection research: A comprehensive guide to can ids data & introduction of the road dataset

ME Verma, MD Iannacone, RA Bridges… - arXiv preprint arXiv …, 2020 - arxiv.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 …

Benchmarking frameworks and comparative studies of Controller Area Network (CAN) intrusion detection systems: A review

S Sharmin, H Mansor, AF Abdul Kadir… - Journal of Computer …, 2024 - content.iospress.com
The development of intrusion detection systems (IDS) for the in-vehicle Controller Area
Network (CAN) bus is one of the main efforts being taken to secure the in-vehicle network …

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 …

CANSat-IDS: An adaptive distributed Intrusion Detection System for satellites, based on combined classification of CAN traffic

O Driouch, S Bah, Z Guennoun - Computers & Security, 2024 - Elsevier
The increasing dependence on satellite technology for critical applications, such as
telecommunications, Earth observation, and navigation, underscores the need for robust …

[HTML][HTML] An enhanced Deep-Learning empowered Threat-Hunting Framework for software-defined Internet of Things

P Kumar, A Jolfaei, AKMN Islam - Computers & Security, 2024 - Elsevier
Abstract The Software-Defined Networking (SDN) powered Internet of Things (IoT) offers a
global perspective of the network and facilitates control and access of IoT devices using a …

Multi-classification in-vehicle intrusion detection system using packet-and sequence-level characteristics from time-embedded transformer with autoencoder

TD Le, HBH Truong, D Kim - Knowledge-Based Systems, 2024 - Elsevier
In recent years, the increased application of controller area network (CAN) protocols has
made it the de facto standard for communication between electronic control units (ECUs) in …

CCID-CAN: Cross-Chain Intrusion Detection on CAN Bus for Autonomous Vehicles

H Sun, W Huang, J Weng, Z Liu, W Tan… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Autonomous vehicles (AVs) rely on controller area network (CAN), which ensures the
communication between massive electronic control units (ECUs) and passenger safety …

An Intrusion Detection Model Based on Deep Convolutional Factorization Machine for Controller Area Network (CAN) Bus in Internet of Vehicles (IoV)

Y Lu, Y Guo, S Chen, J Li - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
The controller area network (CAN) bus is the most commonly used information exchange
channel in vehicles, and its security ensures the communication in the vehicle and the …

Benchmarking Unsupervised Online IDS for Masquerade Attacks in CAN

P Moriano, SC Hespeler, M Li, RA Bridges - arXiv preprint arXiv …, 2024 - arxiv.org
Vehicular controller area networks (CANs) are susceptible to masquerade attacks by
malicious adversaries. In masquerade attacks, adversaries silence a targeted ID and then …