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) …

Convolutional neural network-based intrusion detection system for AVTP streams in automotive Ethernet-based networks

S Jeong, B Jeon, B Chung, HK Kim - Vehicular Communications, 2021 - Elsevier
Connected and autonomous vehicles (CAVs) are an innovative form of traditional vehicles.
Automotive Ethernet replaces the controller area network and FlexRay to support the large …

A feature-aware semi-supervised learning approach for automotive ethernet

KH Shibly, MD Hossain, H Inoue… - … on Cyber Security …, 2023 - ieeexplore.ieee.org
The proliferation of devices aimed at enhancing vehicle and driver safety or providing
various services to drivers has resulted in a considerable amount of network traffic …

WINDS: A wavelet-based intrusion detection system for Controller Area Network (CAN)

M Bozdal, M Samie, IK Jennions - IEEE Access, 2021 - ieeexplore.ieee.org
Vehicles are equipped with Electronic Control Units (ECUs) to increase their overall system
functionality and connectivity. However, the rising connectivity exposes a defenseless …

Anomaly detection of cyber physical network data using 2D images

MR Moore, JM Vann - 2019 IEEE International Conference on …, 2019 - ieeexplore.ieee.org
Vehicles are increasingly cyber-physical systems which depend on upwards of 100 or more
networked control units. Consequently vehicles, especially those produced after about 2010 …

Long short-term memory neural networks for false information attack detection in software-defined in-vehicle network

Z Khan, M Chowdhury, M Islam, CY Huang… - arXiv preprint arXiv …, 2019 - arxiv.org
A modern vehicle contains many electronic control units (ECUs), which communicate with
each other through the in-vehicle network to ensure vehicle safety and performance …

Senet-i: An approach for detecting network intrusions through serialized network traffic images

YA Farrukh, S Wali, I Khan, ND Bastian - Engineering Applications of …, 2023 - Elsevier
The exponential growth of the internet and inter-connectivity has resulted in an extensive
increase in network size and the corresponding data, which has led to numerous novel …

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 …

Deep-learning-empowered digital forensics for edge consumer electronics in 5G HetNets

F Ding, G Zhu, M Alazab, X Li… - IEEE consumer electronics …, 2020 - ieeexplore.ieee.org
The upcoming 5G heterogeneous networks (HetNets) have attracted much attention
worldwide. Large amounts of high-velocity data can be transported by using the bandwidth …

Unsupervised network intrusion detection system for AVTP in automotive Ethernet networks

N Alkhatib, M Mushtaq, H Ghauch… - 2022 IEEE intelligent …, 2022 - ieeexplore.ieee.org
Network Intrusion Detection Systems (NIDSs) are widely regarded as efficient tools for
securing in-vehicle networks against diverse cyberattacks. However, since cyberattacks are …