STC‐IDS: Spatial–temporal correlation feature analyzing based intrusion detection system for intelligent connected vehicles

P Cheng, M Han, A Li, F Zhang - International Journal of …, 2022 - Wiley Online Library
Intrusion detection is an important defensive measure for automotive communications
security. Accurate frame detection models assist vehicles to avoid malicious attacks …

TCAN-IDS: intrusion detection system for internet of vehicle using temporal convolutional attention network

P Cheng, K Xu, S Li, M Han - Symmetry, 2022 - mdpi.com
Intrusion detection systems based on recurrent neural network (RNN) have been considered
as one of the effective methods to detect time-series data of in-vehicle networks. However …

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 …

Multi-sensors space and time dimension based intrusion detection system in automated vehicles

L Wang, X Zhang, D Li, H Liu - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
Recent developments in intelligence technologies have led to an explosion in the use of
connected and automated vehicles (CAVs). Unfortunately, these autonomous vehicles face …

A hybrid approach toward efficient and accurate intrusion detection for in-vehicle networks

L Zhang, D Ma - IEEE Access, 2022 - ieeexplore.ieee.org
With recent advancements in the automotive world and the introduction of autonomous
vehicles, automotive security has become a real and important issue. Modern vehicles have …

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 …

DESC-IDS: Towards an efficient real-time automotive intrusion detection system based on deep evolving stream clustering

P Cheng, M Han, G Liu - Future Generation Computer Systems, 2023 - Elsevier
Controller area network (CAN) is a widely used communication protocol for in-vehicle
networks. With the up-gradation of traditional vehicle ad-hoc networks (VANETs) to the …

CF-AIDS: Comprehensive Frequency-Agnostic Intrusion Detection System on In-Vehicle Network

MR Islam, M Sahlabadi, K Kim, Y Kim, K Yim - IEEE Access, 2023 - ieeexplore.ieee.org
Many studies have focused on obtaining high accuracy in the design of Intrusion Detection
Systems (IDS) for in-vehicle networks, neglecting the significance of different intensive …

MTH-IDS: A multitiered hybrid intrusion detection system for internet of vehicles

L Yang, A Moubayed, A Shami - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Modern vehicles, including connected vehicles and autonomous vehicles, nowadays
involve many electronic control units connected through intravehicle networks (IVNs) to …

Deep learning-based anomaly detection for connected autonomous vehicles using spatiotemporal information

P Mansourian, N Zhang, A Jaekel… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Although connected mymargin autonomous vehicles (CAVs) hold great potential to improve
driving safety and experience significantly, cybersecurity remains a critical concern. As the …