Lightweight 5g Ofdm Channel Estimation Method Based on Deep Complex-Valued Neural Network

Y Lu, L Yu, X Wei, Y Hu, C Yao - Available at SSRN 4436254, 2023 - papers.ssrn.com
Accurate channel estimation (CE) can significantly reduce the Bit Error Rate (BER) and
improve the efficiency and quality of communication, and has become one of the key …

Efficient machine learning-enhanced channel estimation for OFDM systems

BA Jebur, SH Alkassar, MAM Abdullah… - IEEE …, 2021 - ieeexplore.ieee.org
Recently much research work has focused on employing deep learning (DL) algorithms to
perform channel estimation in the upcoming 6G communication systems. However, these DL …

Low complexity high speed deep neural network augmented wireless channel estimation

SAU Haq, V Singh, BT Tanaji… - 2024 37th International …, 2024 - ieeexplore.ieee.org
The channel estimation (CE) in wireless receivers is one of the most critical and
computationally complex signal processing operations. Recently, various works have shown …

Evaluation on User Equipment Chip for Deep Learning based Channel Estimation in 5G Advanced System

Y Zhao, M Xu, Y Li, J Mu, J Jiang… - … and Mobile Computing …, 2023 - ieeexplore.ieee.org
Nowadays, the integration of conventional 5G communication systems and artificial
intelligence (AI) has become one of the important trends for the evolution of future advanced …

Channel estimation in C-V2X using deep learning

R Sattiraju, A Weinand… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Channel estimation forms one of the central component in current Orthogonal Frequency
Division Multiplexing (OFDM) systems that aims to eliminate the inter-symbol interference by …

Lightweight channel estimation networks for OFDM systems

J Li, Q Peng - IEEE Wireless Communications Letters, 2022 - ieeexplore.ieee.org
Channel estimation using neural networks has proven to be a breakthrough technology in
the communications field. However, to achieve good performance, the existing studies …

Channel estimation of 5G OFDM system based on ConvLSTM network

Y Wang, J Chang, Z Lu, F Yu, J Wei… - 2022 7th International …, 2022 - ieeexplore.ieee.org
In view of the requirement of high speed and low delay in 5G system, traditional channel
estimation algorithms are difficult to meet the requirements. This paper regards the channel …

Low complexity channel estimation with neural network solutions

D Luan, J Thompson - WSA 2021; 25th International ITG …, 2021 - ieeexplore.ieee.org
Research on machine learning for channel estimation, especially neural network solutions
for wireless communications, is attracting significant current interest. This is because …

CNN Architecture Design Impact in DL-Based Channel Estimation Algorithms

FDL Coutinho, HS Silva, P Georgieva… - 2023 Workshop on …, 2023 - ieeexplore.ieee.org
This paper presents a trade-off study concerning the impact of convolutional neural network
(CNN) architectures design on the performance of deep learning (DL) based channel …

Low complexity deep learning augmented wireless channel estimation for pilot-based ofdm on zynq system on chip

A Sharma, SAU Haq, SJ Darak - IEEE Transactions on Circuits …, 2024 - ieeexplore.ieee.org
Channel estimation (CE) is one of the critical signal-processing tasks of the wireless
physical layer (PHY). Recent deep learning (DL) based CE have outperformed statistical …