Deep learning based MIMO communications

TJ O'Shea, T Erpek, TC Clancy - arXiv preprint arXiv:1707.07980, 2017 - arxiv.org
… many MIMO tasks into a single end-to-end estimation, feedback, encoding, and decoding
of the conventional spatial diversity MIMO systems using Deep Learning (DL) techniques …

Deep learning for joint MIMO detection and channel decoding

T Wang, L Zhang, SC Liew - … Mobile Radio Communications  …, 2019 - ieeexplore.ieee.org
… current model-based MIMO receivers all use suboptimal MIMO decoding methods with …
deep learning for the design of MIMO receivers. In particular, we leverage deep neural networks

DLNet: Deep learning-aided massive MIMO decoder

S Kumar, A Singh, R Mahapatra - … of Electronics and Communications, 2022 - Elsevier
… motivate researchers to investigate new M-MIMO decoding … a Massive MIMO decoder using
a deep neural network (DNN… is to design a DL decoder for M-MIMO, which is less complex, …

Deep learning based massive-MIMO decoder

S Kumar, A Singh, R Mahapatra - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
… a deep learning (DL) based architecture (DLNet) for receive signal decoding in Massive-MIMO
Recent developments in deep learning for communication present alternative solutions to …

Deep learning decoder for MIMO communications with impulsive noise

O Delgado, F Labeau - … Annual Consumer Communications & …, 2020 - ieeexplore.ieee.org
deep learning decoder (DLD) for MIMO communications in the presence of impulsive noise
channels. • We show that the proposed deep neural network … our deep learning decoder we …

Decoder design for massive-MIMO systems using deep learning

S Kumar, R Mahapatra, P Kumar… - IEEE Systems Journal, 2022 - ieeexplore.ieee.org
… motivate researchers to investigate new M-MIMO decoding … a decoder using a deep neural
network (DNN) for M-MIMO … for OFDM based UAV communications using deep learning,” …

Application of deep learning to sphere decoding for large MIMO systems

NT Nguyen, K Lee, H DaiIEEE - … on Wireless Communications, 2021 - ieeexplore.ieee.org
… -output (MIMO) systems, it has become computationally prohibitive in massive MIMO systems,
… To overcome this challenge, we propose fast deep learning (DL)aided SD (FDL-SD) and …

A deep learning-based intelligent receiver for improving the reliability of the MIMO wireless communication system

B Wang, K Xu, S Zheng, H Zhou… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… In [26], a deep neural network scheme for decoding polar coded short packets was … , in this
article, deep learning is combined with the MIMO communication system under the conditions …

Deep learning detection in MIMO decode-forward relay channels

X Jin, HN Kim - IEEE Access, 2019 - ieeexplore.ieee.org
… train machine learning detectors in network communications (Section VI). Unlike the MIMO
channel, there exist some additional factors to be considered in network communications as …

Deep learning for massive MIMO uplink detectors

MA Albreem, AH Alhabbash… - … Communications …, 2021 - ieeexplore.ieee.org
… In [134], a MU cell free massive MIMO system with linear decoders based on approximate
matrix inversion methods is proposed. In [135], polynomial expansion detectors and multistage …