ID sequence analysis for intrusion detection in the CAN bus using long short term memory networks

AK Desta, S Ohira, I Arai… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
The number of computer controlled vehicles throughout the world is rising at a staggering
speed. Even though this enhances the driving experience, it opens a new security hole in …

MLIDS: Handling raw high-dimensional CAN bus data using long short-term memory networks for intrusion detection in in-vehicle networks

AK Desta, S Ohira, I Arai… - 2020 30th International …, 2020 - ieeexplore.ieee.org
CAN uses no authentication and encryption mechanisms for secure communication. To
solve the security issues of the CAN bus, a deep learning-based intrusion detection systems …

Long short-term memory-based intrusion detection system for in-vehicle controller area network bus

MD Hossain, H Inoue, H Ochiai, D Fall… - 2020 IEEE 44th …, 2020 - ieeexplore.ieee.org
The Controller Area Network (CAN) bus system works inside connected cars as a central
system for communication between electronic control units (ECUs). Despite its central …

Signature-based intrusion detection system (IDS) for in-vehicle CAN bus network

S Jin, JG Chung, Y Xu - 2021 IEEE international symposium on …, 2021 - ieeexplore.ieee.org
In-vehicle CAN (Controller Area Network) bus network does not have any network security
protection measures, which is facing a serious network security threat. However, most of the …

Analysis of id sequences similarity using DTW in intrusion detection for CAN bus

H Sun, M Sun, J Weng, Z Liu - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
Connected vehicles have recently attracted considerable attention for revolutionizing the
transportation industry. Although connectivity brings about a vast number of benefits, it can …

Detecting attacks to internal vehicle networks through Hamming distance

D Stabili, M Marchetti… - 2017 AEIT International …, 2017 - ieeexplore.ieee.org
Analysis of in-vehicle networks is an open research area that gained relevance after recent
reports of cyber attacks against connected vehicles. After those attacks gained international …

Anomaly detection in vehicular CAN bus using message identifier sequences

TCM Dönmez - IEEE Access, 2021 - ieeexplore.ieee.org
As the automotive industry moves forward, security of vehicular networks becomes
increasingly important. Controller area network (CAN bus) remains as one of the most …

Robust and self-evolving IDS for in-vehicle network by enabling spatiotemporal information

J Xiao, H Wu, X Li - … Conference on Smart City; IEEE 5th …, 2019 - ieeexplore.ieee.org
The Controller Area Network (CAN bus) is the most popular vehicle bus standard for
communication between Electronics Control Units (ECUs) and related electronic devices …

LSTM-based intrusion detection system for in-vehicle can bus communications

MD Hossain, H Inoue, H Ochiai, D Fall… - Ieee …, 2020 - ieeexplore.ieee.org
The modern automobile is a complex piece of technology that uses the Controller Area
Network (CAN) bus system as a central system for managing the communication between …

CANTransfer: Transfer learning based intrusion detection on a controller area network using convolutional LSTM network

S Tariq, S Lee, SS Woo - Proceedings of the 35th annual ACM …, 2020 - dl.acm.org
In-vehicle communications, due to simplicity and reliability, a Controller Area Network (CAN)
bus is widely used as the de facto standard to provide serial communications between …