… statistics and then utilized to predict the desired channel … how the channelestimation based on DeepLearning (DL) and … DL-based channelestimation over conventional NOMA …
Z Liu, L Zhang, Z Ding - IEEE Wireless Communications, 2020 - ieeexplore.ieee.org
… deeplearning (DL) for massive MIMO channelestimation in wireless networks by integrating the underlying characteristics of channels … frequency (RF) channel properties and present a …
Z Mao, S Yan - China Communications, 2019 - ieeexplore.ieee.org
… Unit (GRU)-based channelestimation in F-RANs is proposed in this paper. The motivation of using deeplearning includes two sides: First, due to the strong learning ability, the sparse …
Y Liu, I Al-Nahhal, OA Dobre… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… focuses on the channelestimation problem in … estimation problem into sub-ones, including the estimation of the direct SAC channels in the first stage, reflected communication channel …
M Zamanipour - arXiv preprint arXiv:1910.03390, 2019 - arxiv.org
… in the context of channelestimation, transmit-power allocation etc. These issues can be conveniently optimised through virtualising of tools according to deep-learning (DLg) based …
J Guo, T Chen, S Jin, GY Li, X Wang, X Hou - Digital Communications and …, 2024 - Elsevier
… a deeplearning based joint channelestimation and feedback framework, which comprehensively realizes the estimation, compression, and reconstruction of downlink channels in FDD …
W Tong, W Xu, F Wang, J Shang… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
… to beamspace channel amplitude is learned by neural networks. Even though deeplearning … In this letter, we present a mmWave channelestimation method based on deeplearning …
ÖT Demir, E Björnson - IEEE Open Journal of the …, 2019 - ieeexplore.ieee.org
… channels and train the deeplearning network we propose for the effective channelestimation … Note that the prior conference version of this paper [1] considers only channelestimation …
H Lu, M Jiang, J Cheng - IEEE transactions on communications, 2020 - ieeexplore.ieee.org
… Such capricious phenomena make channelestimation (CE) … devise a deeplearning (DL) based joint channel classification (… CE with SD by utilizing a new deep neural network (DNN). …