A hybrid approach toward efficient and accurate intrusion detection for in-vehicle networks

L Zhang, D Ma - IEEE Access, 2022 - ieeexplore.ieee.org
With recent advancements in the automotive world and the introduction of autonomous
vehicles, automotive security has become a real and important issue. Modern vehicles have …

Effective intrusion detection and prevention for the commercial vehicle SAE J1939 CAN bus

C Jichici, B Groza, R Ragobete… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Detecting and preventing intrusions on in-vehicle buses is a topic of great importance which
may have an even greater significance in the context of commercial vehicles that are liable …

Securing CAN bus in connected and autonomous vehicles using supervised machine learning approaches

R Gundu, M Maleki - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
Connected and Autonomous Vehicles (CAVs) are becoming a promising solution in
Intelligent Transportation Systems (ITS). Despite these advancements, vehicles still use a …

A binarized neural network approach to accelerate in-vehicle network intrusion detection

L Zhang, X Yan, D Ma - IEEE Access, 2022 - ieeexplore.ieee.org
Controller Area Network (CAN) is the de facto standard for in-vehicle networks. However, it
is inherently vulnerable to various attacks due to the lack of security features. Intrusion …

Towards automatically reverse engineering vehicle diagnostic protocols

L Yu, Y Liu, P Jing, X Luo, L Xue, K Zhao… - 31st USENIX Security …, 2022 - usenix.org
In-vehicle protocols are very important to the security assessment and protection of modern
vehicles since they are used in communicating with, accessing, and even manipulating …

A framework for consistent and repeatable controller area network ids evaluation

P Agbaje, A Anjum, A Mitra, G Bloom… - … Workshop on Automotive …, 2022 - par.nsf.gov
The landscape of automotive vehicle attack surfaces continues to grow, and vulnerabilities
in the controller area network (CAN) expose vehicles to cyber-physical risks and attacks that …

Accelerating in-vehicle network intrusion detection system using binarized neural network

L Zhang, X Yan, D Ma - SAE International Journal of Advances and Current …, 2022 - sae.org
Abstract Controller Area Network (CAN), the de facto standard for in-vehicle networks, has
insufficient security features and thus is inherently vulnerable to various attacks. To protect …

A concept of IDS for CAN protocol based on statics theory

MR Islam, I Oh, M Batzorig, S Kim, K Yim - Advances on Broad-Band …, 2022 - Springer
Day after day, modern attacks continue to hit the onboard network due to creating complexity
of the group of software and hardware components utilized in vehicles. These new …

A framework for can communication and attack simulation

J Laufenberg, T Kropf… - 2022 IEEE 95th Vehicular …, 2022 - ieeexplore.ieee.org
The threat to modern cars is increasing due to their growing connectivity to the outside
world. Attacks targeting the Controller Area Network (CAN), the internal communication …

[PDF][PDF] Hidden Markov Model based Anomaly Detection Method for In-vehicle Network.

YN Kim, SM Ko, TG Kim - J. Internet Serv. Inf. Secur., 2022 - jisis.org
CAN protocol is a serial bus protocol that complements the previously existing shortcomings
in the point-to-point network topology, and it provides full-duplex communications for …