A hybrid approach for fast anomaly detection in controller area networks

J Sunny, S Sankaran, V Saraswat - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Recent advancements in the field of in-vehicle network and wireless communication, has
been steadily progressing. Also, the advent of technologies such as Vehicular Adhoc …

An anomaly detector for CAN bus networks in autonomous cars based on neural networks

S Boumiza, R Braham - 2019 international conference on …, 2019 - ieeexplore.ieee.org
The domain of securing in-vehicle networks has attracted both academic and industrial
researchers due to high danger of attacks on drivers and passengers. While securing wired …

Retracted: An Evolutionary Deep Learning Anomaly Detection Framework for In-Vehicle Networks-CAN Bus

Y Lin, C Chen, F Xiao, O Avatefipour… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Modern vehicles are no longer considered as mere mechanical-based device, instead, they
have been hugely replaced by sophisticated electric devices known as Electronic Control …

An artificial neural network based anomaly detection method in can bus messages in vehicles

A Paul, MR Islam - … , Control and Mechatronics for Industry 4.0 …, 2021 - ieeexplore.ieee.org
Controller Area Network is the bus standard that works as a central system inside the
vehicles for communicating in-vehicle messages. Despite having many advantages …

Detection of missing can messages through inter-arrival time analysis

D Stabili, M Marchetti - 2019 IEEE 90th Vehicular Technology …, 2019 - ieeexplore.ieee.org
Recent cyber-attacks to real vehicles demonstrated the risks related to connected vehicles,
and spawned several research effort aimed at proposing algorithms and architectural …

CAN-ADF: The controller area network attack detection framework

S Tariq, S Lee, HK Kim, SS Woo - Computers & Security, 2020 - Elsevier
In recent years, there has been significant interest in developing autonomous vehicles such
as self-driving cars. In-vehicle communications, due to simplicity and reliability, a Controller …

Anomaly-based intrusion detection using the density estimation of reception cycle periods for in-vehicle networks

Y Hamada, M Inoue, H Ueda, Y Miyashita… - SAE International Journal …, 2018 - sae.org
The automotive industry intends to create new services that involve sharing vehicle control
information via a wide area network. In modern vehicles, an in-vehicle network shares …

Performance comparison of timing-based anomaly detectors for controller area network: A reproducible study

F Pollicino, D Stabili, M Marchetti - ACM Transactions on Cyber-Physical …, 2024 - dl.acm.org
This work presents an experimental evaluation of the detection performance of eight
different algorithms for anomaly detection on the Controller Area Network (CAN) bus of …

CANLite: Anomaly detection in controller area networks with multitask learning

P Balaji, M Ghaderi, H Zhang - 2022 IEEE 95th Vehicular …, 2022 - ieeexplore.ieee.org
The Controller Area Network (CAN) bus has been a widely implemented standard for in-
vehicle communication between vehicle subsystems. However, since CAN was never …

An Anomaly Detection Method Based on Multiple LSTM-Autoencoder Models for In-Vehicle Network

T Kim, J Kim, I You - Electronics, 2023 - mdpi.com
The CAN (Controller Area Network) protocol is widely adopted for in-vehicle networks due to
its cost efficiency and reliable transmission. However, despite its popularity, the protocol …