Machine learning for beam alignment in millimeter wave massive MIMO
… Abstract—This article investigates beam alignment for multiuser millimeter wave (mmWave)
massive multi-input multioutput system. Unlike the existing works using machine learning (…
massive multi-input multioutput system. Unlike the existing works using machine learning (…
Unsupervised machine learning-based user clustering in millimeter-wave-NOMA systems
… in mm-wave-NOMA systems, we develop a K-meansbased machine learning algorithm for
… Furthermore, to further enhance the performance of the proposed mm-wave-NOMA system, …
… Furthermore, to further enhance the performance of the proposed mm-wave-NOMA system, …
User association for millimeter-wave networks: A machine learning approach
… To deal with these issues, we develop a novel machine learning based user association
approach to support multi-connectivity in mmWave networks. Specifically, we first formulate the …
approach to support multi-connectivity in mmWave networks. Specifically, we first formulate the …
Hybrid beamforming/combining for millimeter wave MIMO: A machine learning approach
… In this work, we propose a machine learning-based design methodology for multiple
beamforming architectures by mapping each HB architecture to a corresponding neural network. …
beamforming architectures by mapping each HB architecture to a corresponding neural network. …
Map-based millimeter-wave channel models: An overview, data for B5G evaluation and machine learning
… The proposed database can provide a massive number of snapshots for a machine learning
… (Category I), we propose a machine learning-based beam selection algorithm that exploits …
… (Category I), we propose a machine learning-based beam selection algorithm that exploits …
Leveraging machine learning for millimeter wave beamforming in beyond 5G networks
Millimeter wave (mmWave) communication has attracted considerable attention as a key …
BF vectors encourages researchers to leverage relevant machine learning (ML) techniques for …
BF vectors encourages researchers to leverage relevant machine learning (ML) techniques for …
Machine learning for millimeter wave and terahertz beam management: A survey and open challenges
… beamforming gain to utilize higher bandwidths at millimeter wave (mmWave) and terahertz
(THz) … Consequently, machine learning (ML) algorithms that can identify and learn complex …
(THz) … Consequently, machine learning (ML) algorithms that can identify and learn complex …
An RSS-based classification of user equipment usage in indoor millimeter wave wireless networks using machine learning
… ABSTRACT The use of millimeter wave technologies offer a … supervised and unsupervised
machine learning. In particular, … , various supervised learning approaches are applied to …
machine learning. In particular, … , various supervised learning approaches are applied to …
Towards a low-cost solution for gait analysis using millimeter wave sensor and machine learning
Human Activity Recognition (HAR) that includes gait analysis may be useful for various
rehabilitation and telemonitoring applications. Current gait analysis methods, such as wearables …
rehabilitation and telemonitoring applications. Current gait analysis methods, such as wearables …
Machine learning for automating the design of millimeter-wave baluns
HT Nguyen, AF Peterson - … on Circuits and Systems I: Regular …, 2021 - ieeexplore.ieee.org
… By adding a dimension of Machine Learning to existing EM methods, we analyze mm-wave
baluns directly from physical parameters. After training neural networks that accurately learn …
baluns directly from physical parameters. After training neural networks that accurately learn …
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