A hypernetwork based framework for non-stationary channel prediction
In order to break through the development bottleneck of modern wireless communication
networks, a critical issue is the out-of-date channel state information (CSI) in high mobility …
networks, a critical issue is the out-of-date channel state information (CSI) in high mobility …
Massive MIMO CSI Feedback using Channel Prediction: How to Avoid Machine Learning at UE?
In the literature, machine learning (ML) has been implemented at the base station (BS) and
user equipment (UE) to improve the precision of downlink channel state information (CSI) …
user equipment (UE) to improve the precision of downlink channel state information (CSI) …
Autonomous Self-Trained Channel State Prediction Method for mmWave Vehicular Communications
Establishing and maintaining 5G mmWave vehicular connectivity poses a significant
challenge due to high user mobility that necessitates frequent triggering of beam switching …
challenge due to high user mobility that necessitates frequent triggering of beam switching …
EMD empowered neural network for predicting spatio-temporal non-stationary channel in UAV communications
Q Zhang, Q Guo, H Jiang, X Yin, MU Mushtaq, Y Luo… - Applied …, 2025 - Springer
This paper introduces a novel prediction method for spatio-temporal non-stationary
channels between unmanned aerial vehicles (UAVs) and ground control vehicles, essential …
channels between unmanned aerial vehicles (UAVs) and ground control vehicles, essential …
A CSI Entropy-Based Estimation Algorithm and Modified Recurrent Neural Networks for Time-Varying Non-Stationary Channels
Z Mai, Y Chen - IEEE Transactions on Vehicular Technology, 2023 - ieeexplore.ieee.org
Accurate channel state information (CSI) estimation is helpful for reliable transmission in
high mobility communication scenarios, in which the channel being highly time-varying and …
high mobility communication scenarios, in which the channel being highly time-varying and …
Beamforming Oriented Angular Domain Channel Prediction for Mixed LOS and Non-LOS SIMO Environments with High Mobility
Multiple input multiple output (MIMO) beamforming has been recognized as a key element to
support challenging requirements in the vehicular communication environment. In order to …
support challenging requirements in the vehicular communication environment. In order to …
LinFormer: A Linear-based Lightweight Transformer Architecture For Time-Aware MIMO Channel Prediction
Y Jin, Y Wu, Y Gao, S Zhang, S Xu… - arXiv preprint arXiv …, 2024 - arxiv.org
The emergence of 6th generation (6G) mobile networks brings new challenges in supporting
high-mobility communications, particularly in addressing the issue of channel aging. While …
high-mobility communications, particularly in addressing the issue of channel aging. While …