A Review of Channel Estimation Mechanisms in Wireless Communication Networks

C Smera, J Sandeep - 2021 5th International Conference on …, 2021 - ieeexplore.ieee.org
The fluctuating nature of wireless networks influences network performance. Estimation of
channel condition is essential for many reasons. The accurate estimation and prediction …

Machine Learning Empowered Accurate CSI Prediction for Large‐Scale 5G Networks

R Uma Mageswari… - Wireless …, 2022 - Wiley Online Library
Wi‐Fi networks rely on channel estimation to ensure their performance. The computational
complexity and dependability of fifth generation telecommunication networks have …

Temporal averaging LSTM-based channel estimation scheme for IEEE 802.11 p standard

AK Gizzini, M Chafii, S Ehsanfar… - 2021 IEEE global …, 2021 - ieeexplore.ieee.org
In vehicular communications, reliable channel estimation is critical for the system
performance due to the doubly-dispersive nature of vehicular channels. IEEE 802.11 p …

[PDF][PDF] Machine learning algorithms for 5G PUCCH Channel estimation

Y Wu - 2023 - aaltodoc.aalto.fi
The arrival of 5G technology marks a new era in the field of mobile communications, which
not only greatly improves data transmission speeds and network responsiveness, but also …

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 Survey on Channel Estimation Technique Classifications and Various Algorithms

K Kuanysh, D Singh, IA Ukaegbu - International Conference on Intelligent …, 2023 - Springer
The field of wireless communication is experiencing rapid advancements, leading to
remarkable achievements in terms of both high data rates and low latency. Notably, the …

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 …

Machine learning for wireless communication channel modeling: An overview

SM Aldossari, KC Chen - Wireless Personal Communications, 2019 - Springer
Channel modeling is fundamental to design wireless communication systems. A common
practice is to conduct tremendous amount of channel measurement data and then to derive …

5G and Beyond: On the Significance of Wireless Channel Estimation

J Kaur, MA Khan - SoutheastCon 2024, 2024 - ieeexplore.ieee.org
Wireless channel is one of the most important components of any wireless communication
system. Accurate wireless channel knowledge at the transmitter ensures that correct amount …

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 …