RoF distributed antenna architecture–and reinforcement learning–empowered real-time EMI immunity for highly reliable railway communication
Highly reliable wireless train-ground communication immune to the electromagnetic
interferences (EMIs) is of critical importance for the security and efficiency of high-speed …
interferences (EMIs) is of critical importance for the security and efficiency of high-speed …
When mmWave high-speed railway networks meet reconfigurable intelligent surface: A deep reinforcement learning method
J Xu, B Ai - IEEE Wireless Communications Letters, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) is an efficient and promising way to enhance
millimeter-wave (mmWave) high-speed railway (HSR) network resilience. However, due to …
millimeter-wave (mmWave) high-speed railway (HSR) network resilience. However, due to …
Deep reinforcement learning for interference suppression in RIS-aided high-speed railway networks
This paper investigates the reconfigurable intelligent surface (RIS)-aided high-speed railway
(HSR) network, where one RIS is deployed nearby the onboard mobile relay (MR) to …
(HSR) network, where one RIS is deployed nearby the onboard mobile relay (MR) to …
Towards interference suppression: RIS-aided high-speed railway networks via deep reinforcement learning
Providing satisfactory quality of service (QoS) in high-speed railway (HSR) network is being
strangled by external interference as well as jamming. To address this issue, we study the …
strangled by external interference as well as jamming. To address this issue, we study the …
RIS-Assisted Robust Beamforming for UAV Anti-Jamming and Eavesdropping Communications: A Deep Reinforcement Learning Approach
C Zou, C Li, Y Li, X Yan - Electronics, 2023 - mdpi.com
The reconfigurable intelligent surface (RIS) has been widely recognized as a rising
paradigm for physical layer security due to its potential to substantially adjust the …
paradigm for physical layer security due to its potential to substantially adjust the …
Active Reconfigurable Intelligent Surface-Assisted Mainlobe Wideband RFI Mitigation With Deep Reinforcement Learning for a Large Reflector Antenna
J Peng, H Cao, J Fan, Z Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
High-sensitivity geoscience and remote sensing instruments employing large reflector
antennas face a significant threat from radio frequency interferences (RFIs). In the presence …
antennas face a significant threat from radio frequency interferences (RFIs). In the presence …
Physical layer enhancement for next-generation railway communication systems
This paper presents an overview of the challenges and state-of-the-art physical layer
enhancement designs for next-generation railway communication, also known as high …
enhancement designs for next-generation railway communication, also known as high …
Interference suppression for railway wireless communication systems: A reconfigurable intelligent surface approach
Due to transmission of train control and dispatch commands, the ultra high reliability is
required for railway wireless communication systems (RWCS). However, the quality of …
required for railway wireless communication systems (RWCS). However, the quality of …
Deep Learning-based EMI and IEMI Classification in 5G-R High-Speed Rail Wireless Communications
Y Fan, L Zhang, K Li, M Bao - IEEE proceedings of The 2024 …, 2024 - eprints.whiterose.ac.uk
The proliferation of high-speed rail (HSR) networks and railway electrification has advanced
the integration of the latest wireless communication networks with railway systems. Ensuring …
the integration of the latest wireless communication networks with railway systems. Ensuring …