[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 …

TOW-IDS: intrusion detection system based on three overlapped wavelets for automotive ethernet

ML Han, BI Kwak, HK Kim - IEEE Transactions on Information …, 2022 - ieeexplore.ieee.org
Devices that ensure vehicle and driver safety or provide services to drivers generate a
substantial amount of network traffic. The traffic is transmitted to the In-Vehicle Network (IVN) …

A network intrusion detection method for information systems using federated learning and improved transformer

Q Zhou, Z Wang - International Journal on Semantic Web and …, 2024 - igi-global.com
A network intrusion detection method for information systems using federated learning and
improved transformer is proposed to address the problems of long detection time and low …

Aero: Automotive ethernet real-time observer for anomaly detection in in-vehicle networks

S Jeong, HK Kim, ML Han… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Automotive Ethernet enables high-bandwidth in-vehicle networking, facilitating the
transmission of sensor data among electronic control units. However, the increasing …

A multi-layer intrusion detection system for SOME/IP-based in-vehicle network

F Luo, Z Yang, Z Zhang, Z Wang, B Wang, M Wu - Sensors, 2023 - mdpi.com
The automotive Ethernet is gradually replacing the traditional controller area network (CAN)
as the backbone network of the vehicle. As an essential protocol to solve service-based …

In-vehicle communication cyber security: A comprehensive review of challenges and solutions

B Gul, F Ertam - Vehicular Communications, 2024 - Elsevier
The utilization of autonomous vehicles is experiencing a rapid proliferation in contemporary
society. Concurrently, with the relentless evolution of technology, the inexorable integration …

In-vehicle network intrusion detection systems: a systematic survey of deep learning-based approaches

F Luo, J Wang, X Zhang, Y Jiang, Z Li, C Luo - PeerJ Computer Science, 2023 - peerj.com
Developments in connected and autonomous vehicle technologies provide drivers with
many convenience and safety benefits. Unfortunately, as connectivity and complexity within …

Multi-stage deep learning-based intrusion detection system for automotive Ethernet networks

LFM da Luz, PF de Araujo-Filho, DR Campelo - Ad Hoc Networks, 2024 - Elsevier
Modern automobiles are increasing the demand for automotive Ethernet as a high-
bandwidth and flexible in-vehicle network technology. However, since Ethernet does not …

Sensor and decision fusion-based intrusion detection and mitigation approach for connected autonomous vehicles

M Moradi, M Kordestani, M Jalali… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
The safety of connected and autonomous vehicle (CAV) depends on the security of in-
vehicle communication. The controller area network (CAN) bus holds a crucial position in …