A review of wireless channel estimation techniques: challenges and solutions

MN Drakshayini, MR Kounte - International Journal of …, 2022 - inderscienceonline.com
In wireless communication, the transmitted signal is subjected to distortion, noise, frequency
shift, non-linear attenuation, fading, and so on due to the inherent nature of the physical …

A review: Deep learning aided channel estimation techniques for wireless communication system

MH Ahmed, TM Jamel… - 2022 Iraqi International …, 2022 - ieeexplore.ieee.org
Channel estimation is essential to wireless network system performance. Deep Learning
(DL) has also shown considerable advances in improving communication reliability and …

A review on deep learning-based channel estimation scheme

A Ranjan, AK Singh, BC Sahana - Soft Computing: Theories and …, 2020 - Springer
In this review paper, we have tried to review the maximum amount of research work done till
date on deep learning-based algorithms for channel estimation in different wireless systems …

Deep learning for channel estimation: Interpretation, performance, and comparison

Q Hu, F Gao, H Zhang, S Jin… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Deep learning (DL) has emerged as an effective tool for channel estimation in wireless
communication systems, especially under some imperfect environments. However, even …

[HTML][HTML] Deep Learning for Channel Estimation in Physical Layer Wireless Communications: Fundamental, Methods, and Challenges

C Lv, Z Luo - Electronics, 2023 - mdpi.com
With the rapid development of wireless communication technology, intelligent
communication has become one of the mainstream research directions after the fifth …

Deep learning and channel estimation

K Thakkar, A Goyal… - 2020 6th International …, 2020 - ieeexplore.ieee.org
Deep Learning has rendered overwhelming potential to support the rising interest of high
dependability and maximum capacity wireless communication systems. Channel estimation …

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 …

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 …

Channelformer: Attention based neural solution for wireless channel estimation and effective online training

D Luan, JS Thompson - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
In this paper, we propose an encoder-decoder neural architecture (called Channelformer) to
achieve improved channel estimation for orthogonal frequency-division multiplexing (OFDM) …

Deep learning based over-the-air channel estimation using a ZYNQ SDR platform

B Banerjee, Z Khan, JJ Lehtomäki, M Juntti - IEEE Access, 2022 - ieeexplore.ieee.org
Deep learning based channel estimation techniques have recently found an overwhelming
interest owing to data-driven learning-based adaptability compared to conventional …