Ai-based intrusion detection systems for in-vehicle networks: A survey

S Rajapaksha, H Kalutarage, MO Al-Kadri… - ACM Computing …, 2023 - dl.acm.org
The Controller Area Network (CAN) is the most widely used in-vehicle communication
protocol, which still lacks the implementation of suitable security mechanisms such as …

[HTML][HTML] A survey of deep learning-based intrusion detection in automotive applications

B Lampe, W Meng - Expert Systems with Applications, 2023 - Elsevier
Modern automobiles depend on internal vehicle networks (IVNs) to control systems from the
anti-lock brakes to the transmission to the locks on the doors. Many IVNs, particularly the …

Intrusion detection in the automotive domain: A comprehensive review

B Lampe, W Meng - IEEE Communications Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The automotive domain has realized amazing advancements in communication,
connectivity, and automation—and at a breakneck pace. Such advancements come with …

Security issues in Internet of Vehicles (IoV): A comprehensive survey

H Taslimasa, S Dadkhah, ECP Neto, P Xiong, S Ray… - Internet of Things, 2023 - Elsevier
Nowadays, connected vehicles have a major role in enhancing the driving experience.
Connected vehicles in the network share their knowledge with the help of the network …

Federated graph neural network for fast anomaly detection in controller area networks

H Zhang, K Zeng, S Lin - IEEE Transactions on Information …, 2023 - ieeexplore.ieee.org
Due to the lack of CAN frame encryption and authentication, CAN bus is vulnerable to
various attacks, which can in general be divided into message injection, suspension, and …

Automatic design of machine learning via evolutionary computation: A survey

N Li, L Ma, T Xing, G Yu, C Wang, Y Wen, S Cheng… - Applied Soft …, 2023 - Elsevier
Abstract Machine learning (ML), as the most promising paradigm to discover deep
knowledge from data, has been widely applied to practical applications, such as …

Transformer-based attention network for in-vehicle intrusion detection

TP Nguyen, H Nam, D Kim - IEEE Access, 2023 - ieeexplore.ieee.org
Despite the significant advantages of communication systems between electronic control
units, the controller area network (CAN) protocol is vulnerable to attacks owing to its weak …

V-soc4as: A vehicle-soc for improving automotive security

VS Barletta, D Caivano, MD Vincentiis, A Ragone… - Algorithms, 2023 - mdpi.com
Integrating embedded systems into next-generation vehicles is proliferating as they increase
safety, efficiency, and driving comfort. These functionalities are provided by hundreds of …

Intrusion, anomaly, and attack detection in smart vehicles

ST Banafshehvaragh, AM Rahmani - Microprocessors and Microsystems, 2023 - Elsevier
With the advancement of technology and Internet penetration in all aspects of life in today's
modern world, smart vehicles, particularly connected vehicles, are rising. As a result, as …

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 …