Deep learning-based channel estimation

M Soltani, V Pourahmadi, A Mirzaei… - IEEE …, 2019 - ieeexplore.ieee.org
… This work focuses on the channel matrix along the transmitter/receiver … -based framework
for channel estimation in OFDM systems. In this method, the time-frequency grid of the channel

Deep learning-based channel estimation for massive MIMO systems

CJ Chun, JM Kang, IM Kim - IEEE Wireless Communications …, 2019 - ieeexplore.ieee.org
… a DL-based channel estimation scheme by using the neural networks. The structure of the …
performance is substantially enhanced by our proposed DL-based channel estimation scheme…

Deep learning-based channel estimation for doubly selective fading channels

Y Yang, F Gao, X Ma, S Zhang - IEEE Access, 2019 - ieeexplore.ieee.org
… paper, online deep learning (DL)-based channel estimationchannels is proposed by
employing the deep neural network (… features of channel variation from previous channel

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
… LDAMP network Deep learning has been recently applied to solve compressive … deep
learning-based channel estimation method, named LDAMP network. The LDAMP neural network

Deep learning-based channel estimation algorithm over time selective fading channels

Q Bai, J Wang, Y Zhang, J Song - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… Abstract—The research about deep learning application for physical layer has been … a
Deep Learning (DL) based channel estimator under time varying Rayleigh fading channel

Deep learning-based channel estimation for high-dimensional signals

E Balevi, JG Andrews - arXiv preprint arXiv:1904.09346, 2019 - arxiv.org
… a novel deep learning-based channel estimationchannel estimation for multicarrier signals
with any number of antennas, and has low enough complexity to be used in a mobile station

Deep learning based channel estimation schemes for IEEE 802.11 p standard

AK Gizzini, M Chafii, A Nimr, G Fettweis - IEEE Access, 2020 - ieeexplore.ieee.org
deep learning based channel estimation scheme for IEEE 802.11p that optimizes the use of
deep neural networks (DNN) to accurately learn … averaging (STA) channel estimates and to …

ChanEstNet: A deep learning based channel estimation for high-speed scenarios

Y Liao, Y Hua, X Dai, H Yao… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
… the downlink channel estimation … a channel estimation network based on deep learning,
called ChanEstNet. ChanEstNet uses the convolutional neural network (CNN) to extract channel

A deep learning based channel estimation scheme for IEEE 802.11 p systems

S Han, Y Oh, C Song - ICC 2019-2019 IEEE International …, 2019 - ieeexplore.ieee.org
… To address the issue, in this paper, we propose a novel deep learning based V2X channel
estimation scheme by utilizing the AE neural network. The key ingredient of our method is to …

Deep learning-based channel estimation for massive MIMO with hybrid transceivers

J Gao, C Zhong, GY Li, Z Zhang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… In this paper, we propose a novel deep learning (DL) based framework for uplink channel
estimation in HAD massive MIMO systems. To better exploit the sparsity structure of channels