Channel state information prediction for 5G wireless communications: A deep learning approach
Channel state information (CSI) estimation is one of the most fundamental problems in
wireless communication systems. Various methods, so far, have been developed to conduct …
wireless communication systems. Various methods, so far, have been developed to conduct …
A big data enabled channel model for 5G wireless communication systems
The standardization process of the fifth generation (5G) wireless communications has
recently been accelerated and the first commercial 5G services would be provided as early …
recently been accelerated and the first commercial 5G services would be provided as early …
Deep learning for fading channel prediction
W Jiang, HD Schotten - IEEE Open Journal of the …, 2020 - ieeexplore.ieee.org
Channel state information (CSI), which enables wireless systems to adapt their transmission
parameters to instantaneous channel conditions and consequently achieve great …
parameters to instantaneous channel conditions and consequently achieve great …
Deep learning-based channel prediction in realistic vehicular communications
Access to reliable estimates of the wireless channel, such as the channel state information
(CSI) and the received signal strength would open opportunities for timely adaptation of …
(CSI) and the received signal strength would open opportunities for timely adaptation of …
Machine learning for wireless communication channel modeling: An overview
SM Aldossari, KC Chen - Wireless Personal Communications, 2019 - Springer
Channel modeling is fundamental to design wireless communication systems. A common
practice is to conduct tremendous amount of channel measurement data and then to derive …
practice is to conduct tremendous amount of channel measurement data and then to derive …
Channel prediction using ordinary differential equations for MIMO systems
Channel state information (CSI) estimation is part of the most fundamental problems in 5G
wireless communication systems. In mobile scenarios, outdated CSI will have a serious …
wireless communication systems. In mobile scenarios, outdated CSI will have a serious …
Machine learning-based 5G-and-beyond channel estimation for MIMO-OFDM communication systems
Channel estimation plays a critical role in the system performance of wireless networks. In
addition, deep learning has demonstrated significant improvements in enhancing the …
addition, deep learning has demonstrated significant improvements in enhancing the …
Exploiting wireless channel state information structures beyond linear correlations: A deep learning approach
Z Jiang, S Chen, AF Molisch… - IEEE …, 2019 - ieeexplore.ieee.org
Knowledge of information about the propagation channel in which a wireless system
operates enables better, more efficient approaches for signal transmissions. Therefore …
operates enables better, more efficient approaches for signal transmissions. Therefore …
Deepchannel: Wireless channel quality prediction using deep learning
Accurately modeling and predicting wireless channel quality variations is essential for a
number of networking applications such as scheduling and improved video streaming over …
number of networking applications such as scheduling and improved video streaming over …
Dual CNN-based channel estimation for MIMO-OFDM systems
Recently, convolutional neural network (CNN)-based channel estimation (CE) for massive
multiple-input multiple-output communication systems has achieved remarkable success …
multiple-input multiple-output communication systems has achieved remarkable success …