Ai-based intrusion detection systems for in-vehicle networks: A survey

S Rajapaksha, H Kalutarage, MO Al-Kadri… - ACM Computing …, 2023 - dl.acm.org
The Controller Area Network (CAN) is the most widely used in-vehicle communication
protocol, which still lacks the implementation of suitable security mechanisms such as …

Cyberattacks and countermeasures for in-vehicle networks

E Aliwa, O Rana, C Perera, P Burnap - ACM computing surveys (CSUR), 2021 - dl.acm.org
As connectivity between and within vehicles increases, so does concern about safety and
security. Various automotive serial protocols are used inside vehicles such as Controller …

A cluster-based multidimensional approach for detecting attacks on connected vehicles

G D'Angelo, A Castiglione… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Nowadays, modern vehicles are becoming even more connected, intelligent, and smart. A
modern vehicle encloses several cyber–physical systems, such as actuators and sensors …

CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level

MH Shahriar, Y Xiao, P Moriano… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Modern vehicles rely on a fleet of electronic control units (ECUs) connected through
controller area network (CAN) buses for critical vehicular control. With the expansion of …

Daga: Detecting attacks to in-vehicle networks via n-gram analysis

D Stabili, L Ferretti, M Andreolini… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recent research showcased several cyber-attacks against unmodified licensed vehicles,
demonstrating the vulnerability of their internal networks. Many solutions have already been …

SeqFuzzer: An industrial protocol fuzzing framework from a deep learning perspective

H Zhao, Z Li, H Wei, J Shi… - 2019 12th IEEE …, 2019 - ieeexplore.ieee.org
Industrial networks are the cornerstone of modern industrial control systems. Performing
security checks of industrial communication processes helps detect unknown risks and …

Keep the moving vehicle secure: Context-aware intrusion detection system for in-vehicle CAN bus security

S Rajapaksha, H Kalutarage… - … on Cyber Conflict …, 2022 - ieeexplore.ieee.org
The growth of information technologies has driven the development of the transportation
sector, including connected and autonomous vehicles. Due to its communication …

A multidisciplinary detection system for cyber attacks on powertrain cyber physical systems

D Stabili, R Romagnoli, M Marchetti, B Sinopoli… - Future Generation …, 2023 - Elsevier
With the introduction of external connectivity to modern vehicles, both academic and industry
security practitioners addressed the issues related to external communication interfaces …

A deep convolution generative adversarial networks based fuzzing framework for industry control protocols

W Lv, J Xiong, J Shi, Y Huang, S Qin - Journal of Intelligent Manufacturing, 2021 - Springer
A growing awareness is brought that the safety and security of industrial control systems
cannot be dealt with in isolation, and the safety and security of industrial control protocols …

Cybersecurity attacks on CAN bus based vehicles: a review and open challenges

F Fakhfakh, M Tounsi, M Mosbah - Library hi tech, 2022 - emerald.com
Purpose Nowadays, connected vehicles are becoming quite complex systems which are
made up of different devices. In such a vehicle, there are several electronic control units …