Deep learning aided channel estimation approach for 5G communication systems
The defining feature of the Fifth Generation (5G) mobile communication systems is going to
be Multiple Input Multiple Output (MIMO) transmission scheme, which utilizes the multipath …
be Multiple Input Multiple Output (MIMO) transmission scheme, which utilizes the multipath …
Unlocking the power of recalling enhanced recurrent neural network: channel estimation and data analysis for 5G MIMO communication system
Multi-user detection techniques are crucial in minimizing the impact of Multi-Access
Interference in Multiple-Input Multiple-Output Orthogonal Frequency-Division Multiplexing …
Interference in Multiple-Input Multiple-Output Orthogonal Frequency-Division Multiplexing …
The Use of Deep Learning Techniques in OFDM Receivers for 5G NR: A Survey
Abstract The Fifth Generation (5G) New Radio (NR) wireless system is the most promising
next-generation solution to meet the needs of the increasing demands of mobile market …
next-generation solution to meet the needs of the increasing demands of mobile market …
Deep Learning-Based Channel Estimation Method for MIMO Systems in Spatially Correlated Channels
S Lee, D Sim - IEEE Access, 2024 - ieeexplore.ieee.org
This paper proposes a deep learning-based channel estimation method for multiple-input
multiple-output (MIMO) systems in spatially correlated channels. To reduce the pilot …
multiple-output (MIMO) systems in spatially correlated channels. To reduce the pilot …
A Survey on Learning-Based Channel Estimation Methods Used for 5G Massive Mimo System
R Thakur, VN Saxena - 2023 14th International Conference on …, 2023 - ieeexplore.ieee.org
The continuous evolution in wireless communication, including fifth-generation (5G), tends
to allow lower latency, higher data rates, and more energy efficiency. Fifth generation (5G) …
to allow lower latency, higher data rates, and more energy efficiency. Fifth generation (5G) …
Cascaded ELM-based joint frame synchronization and channel estimation over Rician fading channel with hardware imperfections
Q Chaojin, R Chuangui, Y Na, T Shuhai… - China …, 2024 - ieeexplore.ieee.org
Due to the interdependency of frame synchronization (FS) and channel estimation (CE), joint
FS and CE (JFSCE) schemes are proposed to enhance their functionalities and therefore …
FS and CE (JFSCE) schemes are proposed to enhance their functionalities and therefore …
Joint estimation model for FSO channel parameters and performance evaluation based on CNNs
D Chen, R Wang, C Wang, Y Gao, H Chen - Applied Optics, 2024 - opg.optica.org
Free space optical (FSO) communication systems experience turbulence-induced fading. As
a possible solution, adaptive transmission, which adjusts transmitter parameters based on …
a possible solution, adaptive transmission, which adjusts transmitter parameters based on …
An Optimized Sequence for Sparse Channel Estimation in a 5G MIMO System
C Soni, N Gupta - International Journal of Electronics, 2024 - Taylor & Francis
ABSTRACT Recently, the massive Multiple-Input Multiple-Output (MIMO) system has been
integrated with machine learning approaches to realise automatic channel state information …
integrated with machine learning approaches to realise automatic channel state information …
Learning-based Block-wise Planar Channel Estimation for Time-Varying MIMO OFDM
In this paper, we propose a learning-based blockwise planar channel estimator (LBPCE)
with high accuracy and low complexity to estimate the time-varying frequency-selective …
with high accuracy and low complexity to estimate the time-varying frequency-selective …
基于复数生成对抗网络的5G OFDM 信道估计方法.
陆元智， 魏祥麟， 于龙， 姚昌华 - Telecommunications …, 2024 - search.ebscohost.com
准确的信道估计能够显著地降低误码率(bit error rate, BER), 提高无线通信效率和质量, 是5G
OFDM 通信系统接收机设计的关键环节之一. 基于最小二乘(least square, LS) …
OFDM 通信系统接收机设计的关键环节之一. 基于最小二乘(least square, LS) …