Deep reinforcement learning coordinated receiver beamforming for millimeter-wave train-ground communications

X Zhou, X Zhang, C Chen, Y Niu, Z Han… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
As more and more people choose high-speed rail (HSR) as a means of transportation for
short trips, there is ever growing demand of high quality of multimedia services. With its rich …

Intelligent beam management based on deep reinforcement learning in high-speed railway scenarios

Y Qiao, Y Niu, X Zhang, S Chen… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Millimeter-wave (mm-wave) communications can fundamentally solve the problem of
spectrum shortage in wireless communication systems, and many progresses have been …

DRL based beam management for joint sensing and communications in HSR mmWave wireless networks

L Yan, X Fang, S Li, Y Li, Q Xue - 2022 IEEE 95th Vehicular …, 2022 - ieeexplore.ieee.org
The abundant available spectrum resources have made millimeter wave (mmWave)
communications the key feature of the fifth generation (5G) mobile communications, allowing …

An mmWave-based adaptive multi-beamforming scheme for high speed railway communications

H Yin, R Jiang, Y Xu - 2018 10th International Conference on …, 2018 - ieeexplore.ieee.org
Focusing on the increasingly growing demands for tremendous data rate and reliable
mobile services in the high speed railway (HSR) communication systems, it is essential to …

Adaptive non-uniform hybrid beamforming for Mmwave train-to-ground communications in high-speed railway scenarios

Y Liu, B Ai, Y Niu, Z Han, Z Zhong… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Higher frequency bands, especially millimeter wave (mmWave), are a key enabler for future
high-speed railway (HSR) wireless communication systems. Hybrid analog and digital …

Dynamic mmWave beam tracking for high speed railway communications

M Gao, B Ai, Y Niu, Z Zhong, Y Liu, G Ma… - 2018 IEEE Wireless …, 2018 - ieeexplore.ieee.org
With the worldwide deployment of the railway, high-speed railway (HSR) tends to evolve into
an intelligent transportation system with efficient and green transportation characteristics. To …

Optimal nonuniform steady mmWave beamforming for high-speed railway

Y Cui, X Fang, Y Fang, M Xiao - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Using higher frequency bands (eg, millimeter waves) to provide higher data rate is an
effective way to eliminate performance bottleneck for future wireless networks, particularly …

Efficient hybrid beamforming with anti-blockage design for high-speed railway communications

M Gao, B Ai, Y Niu, W Wu, P Yang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Future railway is expected to accommodate both train operation services and passenger
broadband services. The millimeter wave (mmWave) communication is a promising …

Context-and-social-aware online beam selection for mmwave vehicular communications

D Li, S Wang, H Zhao, X Wang - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
Millimeter-wave (mmWave) bands are expected to be an important choice for future
vehicular communication to support Gbps links for reliable data transfer in high-rate …

Dealing with limited backhaul capacity in millimeter-wave systems: A deep reinforcement learning approach

M Feng, S Mao - IEEE Communications Magazine, 2019 - ieeexplore.ieee.org
Millimeter-wave (mmWave) communication is a key technology of fifth generation wireless
systems to achieve the expected 1000x data rate. With large bandwidth at the mmWave …