Deep Q-network based beam tracking for mobile millimeter-wave communications

H Park, J Kang, S Lee, JW Choi… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this paper, we present a beam tracking algorithm based on the deep Q-network (DQN) for
mobile millimeter-wave (mmWave) communications. The proposed algorithm determines the …

DQN-based Joint Adaptive Beamwidth Control and Beam Tracking for mmWave Communications

H Park, JH Jeon, H Chung, S Kim - 2023 IEEE Statistical Signal …, 2023 - ieeexplore.ieee.org
This paper presents a joint adaptive beamwidth control and beam tracking algorithm for
mobile millimeter-wave (mmWave) communications based on deep Q-network (DQN). When …

Deep learning-based beam tracking for millimeter-wave communications under mobility

SH Lim, S Kim, B Shim, JW Choi - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this paper, we propose a deep learning-based beam tracking method for millimeter-wave
(mmWave) communications. Beam tracking is employed for transmitting the known symbols …

Channel charting assisted beam tracking

P Kazemi, H Al-Tous, C Studer… - 2022 IEEE 95th …, 2022 - ieeexplore.ieee.org
We propose a novel beam-tracking algorithm based on channel charting (CC) which
maintains the communication link between a base station (BS) and a mobile user equipment …

[PDF][PDF] Multi-User MmWave Beam Tracking via User MmWave Beam Tracking via Multi-Agent Deep Q Agent Deep Q-Learning

F MENG, Y HUANG, Z LU, H XIAO - ZTE COMMUNICATIONS, 2023 - zte.com.cn
Beamforming is significant for millimeter wave multi-user massive multi-input multi-output
systems. In the meanwhile, the over⁃ head cost of channel state information and beam …

Deep learning enabled beam tracking for non-line of sight millimeter wave communications

R Wang, PV Klaine, O Onireti, Y Sun… - IEEE Open Journal …, 2021 - ieeexplore.ieee.org
To solve the complex beam alignment issue in non-line-of-sight (NLOS) millimeter wave
communications, this paper presents a deep neural network (DNN) based procedure to …

[HTML][HTML] High-resolution multi-beam tracking with low overhead for mmWave beamforming system

S Kim, G Kwon, H Park - ICT Express, 2021 - Elsevier
In millimeter wave communication, the beamforming technique with accurate angle
information plays a key role to overcome the high path-loss and mitigate the interference …

Beam tracking under highly nonlinear mobile millimeter-wave channel

J Lim, HM Park, D Hong - IEEE Communications Letters, 2019 - ieeexplore.ieee.org
We propose approaches to the problem of multi-paths beam tracking in millimeter-wave
(mmWave) mobile communications. Precise angle tracking is necessary to take advantage …

Deep learning based millimeter wave beam tracking at mobile user: Design and experiment

P Si, Y Han, S Jin - 2020 IEEE/CIC International Conference on …, 2020 - ieeexplore.ieee.org
Beam tracking is of great interest in millimeter wave (mmWave) communication systems,
because it can significantly improve the user's received signal power for high-speed …

A machine learning solution for beam tracking in mmWave systems

D Burghal, NA Abbasi… - 2019 53rd Asilomar …, 2019 - ieeexplore.ieee.org
Utilizing millimeter-wave (mmWave) frequencies for wireless communication in mobile
systems is challenging since it requires continuous tracking of the beam direction. Recently …