Transfer learning-based intrusion detection system for a controller area network

N Khatri, S Lee, SY Nam - IEEE Access, 2023 - ieeexplore.ieee.org
The Controller Area Network (CAN) is a major protocol for in-vehicle network
communications. This protocol is simple and efficient for message transmission and the …

Privacy impact assessment of cyber attacks on connected and autonomous vehicles

S Panda, E Panaousis, G Loukas… - Proceedings of the 18th …, 2023 - dl.acm.org
Connected and autonomous vehicles (CAVs) are vulnerable to security gaps that can result
in serious consequences, including cyber-physical and privacy risks. For example, an …

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 …

CrySyS dataset of CAN traffic logs containing fabrication and masquerade attacks

A Gazdag, R Ferenc, L Buttyán - Scientific Data, 2023 - nature.com
Despite their known security shortcomings, Controller Area Networks are widely used in
modern vehicles. Research in the field has already proposed several solutions to increase …

Contextualizing Security and Privacy of Software-Defined Vehicles: State of the Art and Industry Perspectives

M De Vincenzi, MD Pesé, C Bodei, I Matteucci… - arXiv preprint arXiv …, 2024 - arxiv.org
The growing reliance on software in vehicles has given rise to the concept of Software-
Defined Vehicles (SDVs), fundamentally reshaping the vehicles and the automotive industry …

A privacy-preserving vehicle trajectory clustering framework

R Tian, P Gao, Y Liu - Frontiers of Information Technology & Electronic …, 2024 - Springer
As one of the essential tools for spatio–temporal traffic data mining, vehicle trajectory
clustering is widely used to mine the behavior patterns of vehicles. However, uploading …

Enhancing Real-Time Traffic Data Sharing: A Differential Privacy-Based Scheme with Spatial Correlation

J Le, B Xing, D Zhang, D Qiao - Mathematics, 2024 - mdpi.com
The real-time sharing of traffic data can offer improved services to users and timely respond
to environmental changes. However, this data often involves individuals' sensitive …

PRICAR: Privacy Framework for Vehicular Data Sharing with Third Parties

MD Pesé, JW Schauer, M Mohan… - 2023 IEEE Secure …, 2023 - ieeexplore.ieee.org
In-vehicle infotainment (IVI) platforms are getting increasingly connected. Besides Original
Equipment Manufacturer (OEM) apps and services, the next generation of IVI platforms are …

隐私保护下的车辆轨迹聚类方法研究

R TIAN, P GAO, Y LIU, AR TIAN, AP GAO, AY LIU - Frontiers, 2024 - jzus.zju.edu.cn
车辆轨迹聚类方法作为时空交通数据挖掘的重要工具之一, 被广泛地运用于挖掘车辆的行为模式
. 但是如果直接将原始车辆轨迹数据上传到服务器并进行聚类则具有隐私泄露的风险. 因此 …

Enhancing Road Safety with In-Vehicle Network Abnormal Driving Behavior Detection

MR Islam, K Yusupov, M Batzorig, I Oh… - … Conference on Innovative …, 2024 - Springer
This study delves into leveraging Controller Area Network (CAN) data to detect and analyze
abnormal driving patterns, underlining its significant role in bolstering road safety measures …