Deep Learning Based Advanced Estimation of Wireless Channels State Information for 6G Communication

A Yogaraj, TRD Kumar, AM Ovaiz… - … on Recent Advances …, 2024 - ieeexplore.ieee.org
The last few decades have seen an exponential increase in the demand for wireless
connectivity. A channel estimator is a successful strategy for transferring data over wireless …

Towards deep learning-aided wireless channel estimation and channel state information feedback for 6G

W Kim, Y Ahn, J Kim, B Shim - Journal of Communications and …, 2023 - ieeexplore.ieee.org
Deep learning (DL), a branch of artificial intelligence (AI) techniques, has shown great
promise in various disciplines such as image classification and segmentation, speech …

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 …

5G Wireless Channel Estimation Algorithm Based on a New Network Structure

K Cao, S Du, S He - 2024 IEEE 4th International Conference on …, 2024 - ieeexplore.ieee.org
Channel estimation plays an important role in the system performance of wireless networks.
With the rapid development and wide application of 5G technology, traditional channel …

Deep learning based channel estimation for 5G and beyond

ZSH HAMMED, SY AMEEN - Journal of Duhok University, 2023 - journal.uod.ac
As the demand for high-speed and reliable wireless communication continues to grow, 5G
technology has emerged as a promising solution to meet these requirements. However …

[HTML][HTML] Deep learning channel estimation for 5G wireless communications

MZM Laidouni, TAA Benyahia, BZ Pavlović… - Vojnotehnički …, 2023 - cyberleninka.ru
Introduction/purpose: In recent years, deep learning techniques, particularly Convolutional
Neural Networks (CNNs), have demonstrated remarkable performance in 5G …

A review on Recent Trends in Deep Learning-based Channel Estimation Techniques

M Susandhika, AS Edward - 2024 4th International Conference …, 2024 - ieeexplore.ieee.org
Accurate channel estimation is essential for improving the performance and reliability of data
transmission in wireless communication systems. Deep learning techniques have become a …

Channel Estimation of 5G New Radio using Convolutional Neural Network

R Gupta, J Gupta - 2022 8th International Conference on …, 2022 - ieeexplore.ieee.org
Due to high throughput, low latency, reliability, and massive communication, 5G and beyond
networks have become popular in the era of high-speed wireless communication. This high …

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 …

5G channel estimation for SISO-OFDM communication systems using deep learning

MH Ahmed, TM Jamel, HF Khazaal - AIP Conference Proceedings, 2024 - pubs.aip.org
In wireless networks, channel estimation is crucial to system performance. Deep learning
(DL) has also shown considerable advances in improving communication reliability and …