[HTML][HTML] A comprehensive review of AI based intrusion detection system
T Sowmya, EAM Anita - Measurement: Sensors, 2023 - Elsevier
In today's digital world, the tremendous amount of data poses a significant challenge to
cyber security. The complexity of cyber-attacks makes it difficult to develop efficient tools to …
cyber security. The complexity of cyber-attacks makes it difficult to develop efficient tools to …
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 …
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
Although ubiquitous in modern vehicles, Controller Area Networks (CANs) lack basic
security properties and are easily exploitable. A rapidly growing field of CAN security …
security properties and are easily exploitable. A rapidly growing field of CAN security …
Multi-classification in-vehicle intrusion detection system using packet-and sequence-level characteristics from time-embedded transformer with autoencoder
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 …
made it the de facto standard for communication between electronic control units (ECUs) in …
Towards real-time network intrusion detection with image-based sequential packets representation
Machine learning (ML) and deep learning (DL) advancements have greatly enhanced
anomaly detection of network intrusion detection systems (NIDS) by empowering them to …
anomaly detection of network intrusion detection systems (NIDS) by empowering them to …
A comprehensive guide to CAN IDS data and introduction of the ROAD dataset
Although ubiquitous in modern vehicles, Controller Area Networks (CANs) lack basic
security properties and are easily exploitable. A rapidly growing field of CAN security …
security properties and are easily exploitable. A rapidly growing field of CAN security …
IDS-DEC: A novel intrusion detection for CAN bus traffic based on deep embedded clustering
J Shi, Z **e, L Dong, X Jiang, X ** - Vehicular Communications, 2024 - Elsevier
As the automotive industry advances towards greater automation, the proliferation of
electronic control units (ECUs) has led to a substantial increase in the connectivity of in …
electronic control units (ECUs) has led to a substantial increase in the connectivity of in …
Multi-order feature interaction-aware intrusion detection scheme for ensuring cyber security of intelligent connected vehicles
W Gong, S Yang, H Guang, B Ma, B Zheng… - … Applications of Artificial …, 2024 - Elsevier
The evolution of technology has raised concerns regarding cybersecurity for intelligent
connected vehicles (ICVs). In-vehicle network in ICVs lacks robust protection mechanisms …
connected vehicles (ICVs). In-vehicle network in ICVs lacks robust protection mechanisms …
Semi-supervised intrusion detection system for in-vehicle networks based on variational autoencoder and adversarial reinforcement learning
Despite the affordability, simplicity, and efficiency of controller area network (CAN) protocols,
the security vulnerability remains a major challenge. Currently, a machine learning-based …
the security vulnerability remains a major challenge. Currently, a machine learning-based …
KG-ID: Knowledge Graph-Based Intrusion Detection on In-Vehicle Network
The Controller Area Network (CAN) is a widely adopted communication protocol in the
automotive industry, facilitating connectivity among various electronic control units inside …
automotive industry, facilitating connectivity among various electronic control units inside …