Deep learning for massive MIMO CSI feedback

CK Wen, WT Shih, S Jin - IEEE Wireless Communications …, 2018 - ieeexplore.ieee.org
… CSI encoding has been used in a closed-loop MIMO system. Different from [14], which has
… consider a simple single-cell downlink massive MIMO system with Nt ≫ 1 transmit antennas …

Deep-learning-based millimeter-wave massive MIMO for hybrid precoding

H Huang, Y Song, J Yang, G Gui… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… proposes a deep-learning-enabled mmWave massive MIMO … as a mapping relation in
the deep neural network (DNN). … process of the mmWave massive MIMO. Additionally, we …

Deep learning-based channel estimation for massive MIMO systems

CJ Chun, JM Kang, IM Kim - IEEE Wireless Communications …, 2019 - ieeexplore.ieee.org
… We consider the downlink of a massive MIMO system, in which the transmitter is equipped
with Nt antennas and the receiver is equipped with Nr antennas. The channel from the …

Deep learning for massive MIMO uplink detectors

MA Albreem, AH Alhabbash… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
… significant impact on the massive MIMO receivers’ performance … in data detection based on
the deep learning (DL) approach. DL … We garner the DL based massive MIMO detectors and …

Deep learning for super-resolution channel estimation and DOA estimation based massive MIMO system

H Huang, J Yang, H Huang, Y Song… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
… In this section, we propose a deep learning based scheme in massive MIMO system to
achieve super-resolution channel estimation. We consider the sparse case, in which the covari…

Deep learning-based channel estimation for beamspace mmWave massive MIMO systems

H He, CK Wen, S Jin, GY Li - IEEE Wireless Communications …, 2018 - ieeexplore.ieee.org
learn the GM parameters from current estimated data. In this article, we present our initial
results in deep learning for beamspace mmWave massive MIMO … use deep learning technology …

Deep learning power allocation in massive MIMO

L Sanguinetti, A Zappone… - 2018 52nd Asilomar …, 2018 - ieeexplore.ieee.org
deep learning for solving the max-min and max-prod power allocation problems in the DL of
Massive MIMO … machine learning techniques [5] that demonstrate the ability of deep neural …

Data-driven deep learning to design pilot and channel estimator for massive MIMO

X Ma, Z Gao - IEEE Transactions on Vehicular Technology, 2020 - ieeexplore.ieee.org
… Abstract—In this paper, we propose a data-driven deep learnmassive multiple-input
multiple-output (MIMO) systems. By exploiting the angular-domain compressibility of massive MIMO

DeepMIMO: A generic deep learning dataset for millimeter wave and massive MIMO applications

A Alkhateeb - arXiv preprint arXiv:1902.06435, 2019 - arxiv.org
… having a generic MIMO dataset for deep learning applications, … In mmWave and massive
MIMO research, the main signal … and massive MIMO applications for machine learning relied on …

Deep learning-based robust precoding for massive MIMO

J Shi, W Wang, X Yi, X Gao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… In this paper, we have proposed a deep learning approach for downlink precoder design
in massive MIMO, making use of channel estimates and statistical parameters of channel …