Massive MIMO channel estimation with an untrained deep neural network
… to make a reliable channel estimation for massive MIMO; (iv) in our case, the received
signal is a high-dimensional vector due to massive MIMOOFDM and its elements are spatially, …
signal is a high-dimensional vector due to massive MIMOOFDM and its elements are spatially, …
Deep neural network: an alternative to traditional channel estimators in massive MIMO systems
A Melgar, A de la Fuente, L Carro-Calvo… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… state information (CSI) to exploit the benefits of massive multiple-input-multiple-output (MaMIMO) …
We present a deep learning framework based on deep neural networks (DNNs) for 5G …
We present a deep learning framework based on deep neural networks (DNNs) for 5G …
Leveraging deep neural networks for massive MIMO data detection
… While there exist many MIMO detection algorithms, the aim of this magazine … neural networks
(DNN) for massive MIMO detection. We review recent developments in DNN-based MIMO …
(DNN) for massive MIMO detection. We review recent developments in DNN-based MIMO …
Deep convolutional neural networks for massive MIMO fingerprint-based positioning
… convolutional neural networks (CNNs) for fingerprint-based positioning using measured
massive MIMO channels. When represented in appropriate domains, massive MIMO channels …
massive MIMO channels. When represented in appropriate domains, massive MIMO channels …
Linear and deep neural network-based receivers for massive MIMO systems with one-bit ADCs
LV Nguyen, AL Swindlehurst… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… -Bit massive MIMO data detection Network (OBMNet), which is based on the deep neural
network (… We then propose a model-driven OBMNet for data detection in one-bit massive MIMO …
network (… We then propose a model-driven OBMNet for data detection in one-bit massive MIMO …
Improving massive MIMO message passing detectors with deep neural network
… Abstract—In this paper, deep neural network (DNN) is utilized to improve message passing
… in MIMO detections to propose a deep neural network (DNN)-aided massive MIMO detector. …
… in MIMO detections to propose a deep neural network (DNN)-aided massive MIMO detector. …
Graph neural networks for massive MIMO detection
In this paper, we innovately use graph neural networks (GNNs) to learn a message-passing
solution for the inference task of massive multiple multiple-input multiple-output (MIMO) …
solution for the inference task of massive multiple multiple-input multiple-output (MIMO) …
Convolutional neural network-based multiple-rate compressive sensing for massive MIMO CSI feedback: Design, simulation, and analysis
… massive MIMO seriously increase this overhead. In this paper, we propose a multiple-rate
compressive sensing neural network … Specifically, we establish two network design principles …
compressive sensing neural network … Specifically, we establish two network design principles …
Deep neural network based channel estimation for massive MIMO-OFDM systems with imperfect channel state information
… estimation of the massive MIMO-OFDM into the deep neural network scheme is proposed, …
neural network is an efficient method for the imperfect channel estimation in massive MIMO-…
neural network is an efficient method for the imperfect channel estimation in massive MIMO-…
Convolutional-neural-network-based detection algorithm for uplink multiuser massive MIMO systems
L Li, H Hou, W Meng - IEEE Access, 2020 - ieeexplore.ieee.org
… medium-scale MIMO systems. Motivated by this, in this paper, the convolutional neural
network (CNN) in deep learning technology is employed for detection in massive MIMO systems. …
network (CNN) in deep learning technology is employed for detection in massive MIMO systems. …
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