DivaCAN: Detecting in-vehicle intrusion attacks on a controller area network using ensemble learning

MH Khan, AR Javed, Z Iqbal, M Asim, AI Awad - Computers & Security, 2024 - Elsevier
The controller area network (CAN) protocol is a critical communication mechanism in
vehicular systems. However, the widespread adoption of this protocol has introduced …

AI-based anomaly identification techniques for vehicles communication protocol systems: Comprehensive investigation, research opportunities and challenges

H Ahmad, MM Gulzar, S Aziz, S Habib, I Ahmed - Internet of Things, 2024 - Elsevier
Abstract The use of Controller Area Network in advanced automobiles as a communication
technology is becoming more common. However, there is a lack of adequate privacy …

Attack detection for intelligent vehicles via can-bus: A lightweight image network approach

S Gao, L Zhang, L He, X Deng, H Yin… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article investigates the security detection mechanism of intelligent vehicles under DoS
attack. A lightweight CanNet-based attack detection mechanism is developed, which is …

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 …

Multiple observation HMM-based CAN bus intrusion detection system for in-vehicle network

C Dong, H Wu, Q Li - IEEE Access, 2023 - ieeexplore.ieee.org
As modern vehicles become more intelligent and connected, the number of ECUs and
communication interfaces with external networks (such as 3G/4G and Bluetooth) has …

DGIDS: Dynamic graph-based intrusion detection system for CAN

J Song, G Qin, Y Liang, J Yan, M Sun - Computers & Security, 2024 - Elsevier
Abstract The Controller Area Network (CAN) is widely used in automobiles to interconnect
safety-critical electronic control units (ECUs). Unfortunately, CAN does not have inherent …

SIDiLDNG: A similarity-based intrusion detection system using improved Levenshtein Distance and N-gram for CAN

J Song, G Qin, Y Liang, J Yan, M Sun - Computers & Security, 2024 - Elsevier
Due to the absence of encryption and authentication mechanisms in the Controller Area
Network (CAN), it is highly susceptible to attacks, especially with the increasing connectivity …

[HTML][HTML] Traffic anomaly detection algorithm for CAN bus using similarity analysis

C Wang, X Xu, K Xiao, Y He, GC Yang - High-Confidence Computing, 2024 - Elsevier
Recently, vehicles have experienced a rise in networking and informatization, leading to
increased security concerns. As the most widely used automotive bus network, the …

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 …

基于混合图卷积的多通道时空交通流预测模型

张雄涛, 郑景玉, 申情, 孙丹枫, 蒋云良 - 电信科学, 2023 - infocomm-journal.com
针对交通流预测模型没有考虑道路上下文相关性和空间依赖关系动态性的问题,
提出一种基于混合图卷积的多通道时空交通流预测模型(MHGCN). 该模型采用三明治结构(即 …