Anomaly detection based on multiple streams clustering for train real-time ethernet

Y Peng, D Zhang - Tehnički vjesnik, 2021 - hrcak.srce.hr
Sažetak With the increasing traffic of train communication network (TCN), real-time Ethernet
becomes the development trend. However, Train Control and Management System (TCMS) …

Comparison of Machine Learning Algorithms for Anomaly Detection in Train's Real-Time Ethernet using an Intrusion Detection System

T Chaganti, T Rohith - 2022 - diva-portal.org
Background: The train communication network is vulnerable to intrusion assaultsbecause of
the openness of the ethernet communication protocol. Therefore, an intru-sion detection …

Anomaly detection and attack classification for train real-time ethernet

R Duo, X Nie, N Yang, C Yue, Y Wang - IEEE Access, 2021 - ieeexplore.ieee.org
Real-time Ethernet has been applied to train control and management system (TCMS) of
250km/h Fuxing Electric Multiple Units (EMUs) and some urban rail vehicles. The openness …

Versatile unsupervised anomaly detection method for RTE-based networks

GS Sestito, AC Turcato, AL Dias, P Ferrari… - Expert Systems with …, 2022 - Elsevier
Reliability and dependability are critical demands of the fourth industrial revolution that Real-
time Ethernet (RTE) networks have to meet. The use of anomaly detection and prevention …

Data Analysis for Anomaly Detection to Secure Rail Network

H Guo, X Shen, WL Goh, L Zhou - … International Conference on …, 2018 - ieeexplore.ieee.org
The security, safety and reliability of rail systems are of the utmost importance. In order to
better detect and prevent anomalies, it is necessary to accurately study and analyze the …

Review of Network Anomaly Detection in the High-speed Railway Signal System Based on Artificial Intelligence

S Li, J Wang - 2023 IEEE 3rd International Conference on …, 2023 - ieeexplore.ieee.org
The advent of network communication technology and associated equipment has
significantly enhanced the operation efficiency and automation of the high-speed railway …

A general optimization-based approach to the detection of real-time Ethernet traffic events

GS Sestito, AC Turcato, AL Dias, P Ferrari, DH Spatti… - Computers in …, 2021 - Elsevier
One of the most used technologies in industrial automation is industrial Ethernet. RTE
protocols can cope with the requirements of the Industry 4.0 frameworks. However, the …

Network anomaly detection using header information with greedy algorithm

Ç Ateş, S Özdel, M Yıldırım… - 2019 27th Signal …, 2019 - ieeexplore.ieee.org
Network anomaly detection is an important and rapidly growing area. In this paper, we
propose a new network anomaly detection method based on the probability distributions of …

A new methodology for anomaly detection of attacks in IEC 61850-based substation system

L Yang, Y Zhai, Y Zhang, Y Zhao, Z Li, T Xu - Journal of Information Security …, 2022 - Elsevier
Smart substation is a crucial Cyber-Physical system and is prone to cyber-attack. In this
paper, we propose a novel anomaly detection mechanism tailored for detecting the IEC …

A new network anomaly detection method based on header information using greedy algorithm

Ç Ateş, S Özdel, E Anarım - 2019 6th International Conference …, 2019 - ieeexplore.ieee.org
Network anomaly detection is an important and rapidly growing area. In this paper, we
propose a new network anomaly detection method based on the probability distributions of …