FadeNet: Deep learning-based mm-wave large-scale channel fading prediction and its applications

VV Ratnam, H Chen, S Pawar, B Zhang… - IEEE …, 2020 - ieeexplore.ieee.org
Accurate prediction of the large-scale channel fading is fundamental to planning and
optimization in 5G millimeter-wave cellular networks. The current prediction methods, which …

Multi-armed bandit beam alignment and tracking for mobile millimeter wave communications

MB Booth, V Suresh, N Michelusi… - IEEE Communications …, 2019 - ieeexplore.ieee.org
We propose a novel beam alignment and tracking algorithm for time-varying millimeter wave
channels with a dynamic channel support. Millimeter wave beam alignment is challenging …

A comparative measurement study of commercial 5G mmWave deployments

A Narayanan, MI Rochman, A Hassan… - … -IEEE Conference on …, 2022 - ieeexplore.ieee.org
5G-NR is beginning to be widely deployed in the mmWave frequencies in urban areas in the
US and around the world. Due to the directional nature of mmWave signal propagation …

Fast channel estimation and beam tracking for millimeter wave vehicular communications

S Shaham, M Ding, M Kokshoorn, Z Lin, S Dang… - IEEE …, 2019 - ieeexplore.ieee.org
Millimeter wave (mmWave) has been claimed to be the only viable solution for high-
bandwidth vehicular communications. However, frequent channel estimation and …

Fast cell discovery in mm-wave 5G networks with context information

I Filippini, V Sciancalepore, F Devoti… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
The exploitation of mm-wave bands is one of the key-enabler for 5G mobile radio networks.
However, the introduction of mm-wave technologies in cellular networks is not …

Deep learning-based predictive beam management for 5G mmWave systems

AÖ Kaya, H Viswanathan - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
Periodic measurement reporting based beam management is not sufficiently agile for 5G
New Radio (NR) and comes with significant overhead that scales with the number of beams …

A framework for end-to-end evaluation of 5G mmWave cellular networks in ns-3

R Ford, M Zhang, S Dutta, M Mezzavilla… - Proceedings of the …, 2016 - dl.acm.org
The growing demand for ubiquitous mobile data services along with the scarcity of spectrum
in the sub-6 GHz bands has given rise to the recent interest in developing wireless systems …

Mobility and blockage-aware communications in millimeter-wave vehicular networks

M Hussain, M Scalabrin, M Rossi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Mobility may degrade the performance of next-generation vehicular networks operating at
the millimeter-wave spectrum: frequent mis-alignment and blockages require repeated …

mm-Wave on wheels: Practical 60 GHz vehicular communication without beam training

A Loch, A Asadi, GH Sim, J Widmer… - 2017 9th International …, 2017 - ieeexplore.ieee.org
At vehicular speeds, the contact time during which a mobile node is in range of a fixed road
side unit (RSU) is short. While this is not an issue if the RSU only needs to deliver textual …

Deep reinforcement learning based joint beam allocation and relay selection in mmWave vehicular networks

Y Ju, H Wang, Y Chen, TX Zheng, Q Pei… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Millimeter-wave (mmWave) can provide abundant spectrum resource in vehicular
communication networks. Nevertheless, due to the high path-loss and blocking effects in …