A high-throughput hardware accelerator for network entropy estimation using sketches

JE Soto, P Ubisse, Y Fernández, C Hernández… - IEEE …, 2021 - ieeexplore.ieee.org
Network traffic monitoring uses empirical entropy to detect anomalous events such as
various types of attacks. However, the exact computation of the entropy in high-speed …

Multi-attack and multi-classification intrusion detection for vehicle-mounted networks based on mosaic-coded convolutional neural network

R Hu, Z Wu, Y Xu, T Lai - Scientific Reports, 2022 - nature.com
With the development of Internet of vehicles, the information exchange between vehicles
and the outside world results in a higher risk of external network attacks to the vehicles. The …

Normal and malicious sliding windows similarity analysis method for fast and accurate IDS against DoS attacks on in-vehicle networks

S Ohira, AK Desta, I Arai, H Inoue, K Fujikawa - IEEE Access, 2020 - ieeexplore.ieee.org
Controller Area Network (CAN) is a de facto standard of in-vehicle networks. Since CAN
employs broadcast communication and a slower network than other general networks (eg …

CAN bus messages abnormal detection using improved SVDD in internet of vehicles

X Li, H Zhang, Y Miao, S Ma, J Ma… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Controller area network (CAN) bus anomaly detection on the Internet of Vehicles (IoV) is a
topic of ongoing interest and increasing importance, particularly as IoV becomes …

PLI-TDC: Super fine delay-time based physical-layer identification with time-to-digital converter for in-vehicle networks

S Ohira, AK Desta, I Arai, K Fujikawa - … of the 2021 ACM Asia conference …, 2021 - dl.acm.org
Recently, cyberattacks on Controller Area Network (CAN) which is one of the automotive
networks are becoming a severe problem. CAN is a protocol for communicating among …

Intrusion detection for in-vehicle network by using single GAN in connected vehicles

Y Yang, G Xie, J Wang, J Zhou, Z Xia… - Journal of Circuits …, 2021 - World Scientific
Controller area network (CAN) bus-based connected and even self-driving vehicles suffer
severe cybersecurity challenges because connections from outside the vehicle and an …

CVMIDS: Cloud-Vehicle Collaborative Intrusion Detection System for Internet-of-Vehicles

J Qin, Y Xun, J Liu - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
As the evolution of 3GPP specification and the deployment of 5G network, Internet of
Vehicles (IoVs) boom fireworks. However, its attack surface is expanded with the increased …

A lightweight FPGA-based IDS-ECU architecture for automotive CAN

S Khandelwal, S Shreejith - 2022 international conference on …, 2022 - ieeexplore.ieee.org
Recent years have seen an exponential rise in complex software-driven functionality in
vehicles, leading to a rising number of electronic control units (ECUs), network capabilities …

Machine learning based ecu detection for automotive security

A Hafeez, J Mohan, M Girdhar… - 2021 17th International …, 2021 - ieeexplore.ieee.org
Due to digital transformation, an autonomous vehi-cle (AV) is realized as a network of
multiple electronic control units (ECUs) for providing ubiquitous connectivity and control-ling …

[HTML][HTML] Detection of cybersecurity spoofing attacks in vehicular networks with recurrence quantification analysis

G Baldini - Computer Communications, 2022 - Elsevier
Cybersecurity aspects in modern automotive vehicles are becoming increasingly important
due to the recent demonstration of successful cybersecurity attacks. Intrusion Detection …