Detecting Masquerade Attacks in Controller Area Networks Using Graph Machine Learning

W Marfo, P Moriano, DK Tosh, SV Moore - arXiv preprint arXiv:2408.05427, 2024 - arxiv.org
Modern vehicles rely on a myriad of electronic control units (ECUs) interconnected via
controller area networks (CANs) for critical operations. Despite their ubiquitous use and …

A Survey of Anomaly Detection in In-Vehicle Networks

Ö Özdemir, MT İşyapar, P Karagöz, KW Schmidt… - arXiv preprint arXiv …, 2024 - arxiv.org
Modern vehicles are equipped with Electronic Control Units (ECU) that are used for
controlling important vehicle functions including safety-critical operations. ECUs exchange …

[引用][C] Multi-criteria optimized deep learning-based intrusion detection system for detecting cyberattacks in automotive ethernet networks

LFM da Luz, PF de Araujo-Filho, DR Campelo - Anais do XLI Simpósio …, 2023 - SBC

Companion Apps or Backdoors? On the Security of Automotive Companion Apps

P Mallojula, F Li, X Du, B Luo - European Symposium on Research in …, 2024 - Springer
Automotive companion apps are mobile apps designed to remotely connect with cars to
provide features such as diagnostics, logging, navigation, and safety alerts. Specifically …

LiPar: A Lightweight Parallel Learning Model for Practical In-Vehicle Network Intrusion Detection

A Zhang, K Wang, B Wang, Y Wu - arXiv preprint arXiv:2311.08000, 2023 - arxiv.org
With the development of intelligent transportation systems, vehicles are exposed to a
complex network environment. As the main network of in-vehicle networks, the controller …

[PDF][PDF] 基于BEGAN 的汽车CAN 网络入侵检测数据增强方法研究

汪想, 刘蓬勃, 赵剑, 范科峰, 李琳辉 - 汽车工程, 2024 - qichegongcheng.com
针对目前汽车CAN 网络入侵检测算法因攻击样本缺少而导致数据不平衡问题,
提出一种基于BEGAN 的CAN 入侵检测数据增强方法, 引入one-hot 编码将CAN …

Thinking Beyond Bus-off: Targeted Control Falsification in CAN

I Koley, S Adhikary, S Dey - 2024 ACM/IEEE 15th International …, 2024 - ieeexplore.ieee.org
Controller Area Network (CAN) is considered to be the de facto standard for intra-vehicular
communication of modern automobiles. Due to the lack of strong authentication and …

SAE J1939-specific cyber security for medium and heavy-duty vehicles

S Mukherjee - 2023 - search.proquest.com
Medium and heavy-duty (MHD) vehicles are part of the US critical infrastructure. In modern
MHD vehicles, mechanical operations are regularly controlled by interconnected networks of …

CAN-MM: Multiplexed Message Authentication Code for Controller Area Network Message Authentication in Road Vehicles

F Oberti, A Savino, E Sanchez… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
As the automotive industry adopts more technology, the threat of cyberattacks on vehicles
grows. Electronic Control Units (ECUs) operate in a hostile environment, raising safety …

CARACAS: vehiCular ArchitectuRe for detAiled Can Attacks Simulation

SM Kirdi, N Scarano, F Oberti, L Mannella… - arXiv preprint arXiv …, 2024 - arxiv.org
Modern vehicles are increasingly vulnerable to attacks that exploit network infrastructures,
particularly the Controller Area Network (CAN) networks. To effectively counter such threats …