EMI and IEMI impacts on the radio communication network of electrified railway systems: A critical review

Y Fan, L Zhang, K Li - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
The electrified railway system has been rapidly rolled out in many countries and regions in
the past decades, along with the transportation decarbonization agenda. The latest …

Machine learning-based spectrum occupancy prediction: a comprehensive survey

MA Aygül, HA Çırpan, H Arslan - Frontiers in Communications and …, 2025 - frontiersin.org
In cognitive radio (CR) systems, efficient spectrum utilization depends on the ability to
predict spectrum opportunities. Traditional statistical methods for spectrum occupancy …

AE-BiLSTM: Multivariate Time-Series EMI Anomaly Detection in 5G-R High-Speed Rail Wireless Communications

Y Fan, L Zhang, K Li - 2024 IEEE International Conference on …, 2024 - ieeexplore.ieee.org
With the global expansion of high-speed rail (HSR) and the integration of the latest wireless
communication networks into the railway system, establishing a secure bidirectional …

Jamming Attacks Detection Based on IGWO for Optimization of Fast Correlation-Based Feature extraction in Wireless Communication

ZJM Ameen, HA Naman… - Recent Advances in …, 2024 - benthamdirect.com
Background Wireless networks are essential communication technologies that prevent cable
installation prices and burdens. Because of this technology's pervasive usage, wireless …

Анализ и оценка угроз безопасности и конфиденциальности в сетях 5G с использованием машинного обучения

НЭ Карпенко, СМ Гомбоев… - ББК 16.8 В74 Вопросы …, 2022 - elibrary.ru
Сети 5G обещают большой скачок благодаря повсеместному подключению, очень
высокоскоростному соединению и чрезвычайно низкой задержке. Ожидается, что сети …

Timely Detection and Adaptive Classification of EMI and IEMI in 5G-Railways Wireless Communications Using Attention-BiLSTM

Y Fan, L Zhang, K Li, M Yang, X Zhang, R He, M Lu - Authorea Preprints - techrxiv.org
Railway wireless communications are critical for transmitting train control and dispatch
commands, where high reliability and low latency are essential to ensure operational safety …

Monitoring building radio frequency activity in order to locate the jamming source position by classification

V Jonathan, M Dufour, N Thouvenin… - … radio frequency activity …, 2023 - hal.science
In this work, we evaluated the performances of different Machine Learning algorithm to
locate the source of a jamming signal in a building. The results presented here are part of a …