PACE: Physically-assisted channel estimation

M Xia, B Liu, YH Hu, K Chi, X Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Radio link quality is highly influenced by changes in the physical environment. To sustain
reliable and efficient data delivery, link quality estimation is essential for Cyber-Physical …

Learning the wireless channel: A deep neural network approach

GX Shen, MRA Khandaker… - … Conference on UK-China …, 2020 - ieeexplore.ieee.org
In this paper, we propose a new deep neural network (DNN)-based channel estimation
method for the Rayleigh fading channel model. While deep learning has been considered …

DataAI-6G: A System Parameters Configurable Channel Dataset for AI-6G Research

Z Shen, L Yu, Y Zhang, J Zhang… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
In future 6G wireless communication, the utilization of ultra-massive MIMO and the
requirement of high-mobility communications bring more complex propagation features to …

Channel measurement and characterization for industrial Internet of Things

Z Kun, L Liu, T Cheng, Y Ze… - 2019 IEEE Wireless …, 2019 - ieeexplore.ieee.org
The Industrial Internet of Things (IIoT), as the typical application of the fifth generation mobile
communication (5G) has its complex and special electromagnetic propagation …

A deep learning model for wireless channel quality prediction

JD Herath, A Seetharam… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
Accurately modeling and predicting wireless channel quality variations is essential for a
number of networking applications such as scheduling and improved video streaming over …

A uav-aided real-time channel sounder for highly dynamic non-stationary a2g scenarios

K Mao, Q Zhu, Y Qiu, X Liu, M Song… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
With the rapid development and broad applications of unmanned aerial vehicle (UAV)-
based wireless stations in the sky, fundamental understanding and characterization of the …

Learning assisted estimation for time-varying channels

X Ma, H Ye, Y Li - 2018 15th international symposium on …, 2018 - ieeexplore.ieee.org
Channel estimation is a critical module to determine the performance of wireless receivers.
For some communication systems, the channels are time-varying and without well-justified …

Application of deep learning in wireless networks for channel estimation: A survey

G Peng, Z Zhu, Y Liang - Journal of Physics: Conference Series, 2022 - iopscience.iop.org
The quality of channel estimation (CE) is critical to the performence of wireless
communication systems. In addition to the conventional model based CE methods appeared …

Performance evaluation over dl-based channel prediction algorithm on realistic csi

Q Zhou, W Jiang, D Wang… - 2022 IEEE 96th Vehicular …, 2022 - ieeexplore.ieee.org
With the development of smart connected automated guided vehicles (AGVs) and robots,
many new services and applications occur, which require flexible wireless end-to-end …

A UAV air-to-ground channel estimation algorithm based on deep learning

Z Mai, Y Chen, H Zhao, L Du, C Hao - Wireless Personal Communications, 2022 - Springer
Abstract Unmanned Aerial Vehicles (UAVs) with mobility and flexibility enhance wireless
transmission performance in various mobile communication scenarios by acting as a mobile …