Channel prediction with liquid time-constant networks: an online and adaptive approach

H Yin, Y Zhou, L Cao, Y Xu - 2021 IEEE 94th Vehicular …, 2021 - ieeexplore.ieee.org
Accurate channel state information (CSI) prediction and estimation are critical to the
communication system to adapt to the rapid change of wireless channels. The CSI feedback …

Mobile MIMO channel prediction with ODE-RNN: a physics-inspired adaptive approach

Z Xiao, Z Zhang, Z Chen, Z Yang… - 2022 IEEE 33rd Annual …, 2022 - ieeexplore.ieee.org
Obtaining accurate channel state information (CSI) is crucial and challenging for multiple-
input multiple-output (MIMO) wireless communication systems. The conventional channel …

GPAE-LSTMnet: A novel learning structure for mobile MIMO channel prediction

Z Xiao, Z Zhang, C Huang, C Zhong… - 2021 IEEE 32nd …, 2021 - ieeexplore.ieee.org
Mobile channel estimation is very challenging as usually it requires more pilots and channel
observations to obtain the channel state information (CSI) and the resultant estimation …

Deep learning-based channel state information prediction with incomplete history

E Tekgul, J Chen, J Tan, F Vook… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Outdated and inaccurate channel state information (CSI) prevents the transmitter from
adapting to current channel conditions and impairs reliable communication. This paper …

Long-short term memory based channel prediction for SISO system

D Madhubabu, A Thakre - 2019 International Conference on …, 2019 - ieeexplore.ieee.org
Learning the characteristics of a wireless channel is one of the most fundamental and
challenging issues in the wireless communication. Many conventional signal processing …

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 …

A deep learning method to predict fading channel in multi-antenna systems

W Jiang, HD Schotten - 2020 IEEE 91st Vehicular Technology …, 2020 - ieeexplore.ieee.org
Channel state information (CSI) plays a vital role in adaptive transmission systems, which
adapt their transmission parameters to instantaneous channel conditions. However, the CSI …

Real-Time Wireless Channel Prediction Based on Online Federated Learning

S Liu, C Li, J Deng - 2024 IEEE 99th Vehicular Technology …, 2024 - ieeexplore.ieee.org
For current and future wireless communication networks, accurate Channel State
Information (CSI) is pivotal for delivering high-quality services for countless devices …

Deep Learning based Wireless Channel Prediction: 5G Scenario

R Varshney, C Gangal, M Sharique… - Procedia Computer …, 2023 - Elsevier
In the area of wireless communication, channel estimation is a challenging problem due to
the need for real-time implementation as well as system dependence on the estimation …

Jointly optimized echo state network for short-term channel state information prediction of fading channel

Q Luo, J Zhou, Y Sun, O Simpson - 2020 International Wireless …, 2020 - ieeexplore.ieee.org
Accurately obtaining channel state information (CSI) in wireless systems is significant but
challenging. This paper focuses the technique of machine-learning-based channel …