[引用][C] Deep Learning Model Based Spectral Efficiency Measurement Under Wiener Filter in Multi-user IRS-Assisted Communication System

MA Aziz, MH Rahman, MAS Sejan… - 한국통신학회학술대회 …, 2023 - dbpia.co.kr
Intelligent reflecting surface (IRS)-is a 2D surface with a programmable structure and is
composed of many arrays that are used to control the propagation of electromagnetic waves …

Spectral Efficiency Improvement Using Bi-Deep Learning Model for IRS-Assisted MU-MISO Communication System

MA Aziz, MH Rahman, MAS Sejan, JI Baik, DS Kim… - Sensors, 2023 - mdpi.com
The intelligent reflecting surface (IRS) is a two-dimensional (2D) surface with a
programmable structure and is composed of many arrays. The arrays are used to supervise …

Deep Learning for Optimization of Intelligent Reflecting Surface Assisted MISO Systems

C Zhang, X Zhu, H Yang, B Li - International Conference in …, 2020 - Springer
Intelligent reflecting surface (IRS) has drawn great amount of attention from the researchers
recently. It is worth investigating to maximize the spectral efficiency (SE) by jointly optimizing …

[引用][C] Deep Learning-based Spectral Efficiency Analysis in Multiuser Multi-IRS-aided MISO Systems

RHY Perdana, B An - 대한전자공학회학술대회, 2022 - dbpia.co.kr
In this paper, we design a deep learning system for precoder vector and phase shift in
multiuser multi-intelligent reflecting surface (IRS)-aided multiple-input single-output (MISO) …

User power measurement based IRS channel estimation via single-layer neural network

H Sun, W Mei, L Zhu, R Zhang - GLOBECOM 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
One main challenge for implementing intelligent reflecting surface (IRS) aided
communications lies in the difficulty to obtain the channel knowledge for the base station …

Error Propagation Reduced Channel Estimation for IRS-aided Multiuser Communications

Y Wei, MM Zhao, MJ Zhao, Y Cai - 2021 13th International …, 2021 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) has emerged as a promising paradigm to improve the
capacity and reliability of a wireless communication system by smartly reconfiguring the …

Sparse Channel Estimation for IRS-Assisted Communication System Based on Denoising Autoencoder

Y Luo, Y Yi, X He, J Hao - Proceedings of the 2023 10th International …, 2023 - dl.acm.org
Intelligent reflective surface (IRS) technology, as a promising technology, can enhance the
communication quality of traditional communication systems. It is very necessary to design …

DCSaNet: Dilated Convolution and Self-Attention-Based Neural Network for Channel Estimation in IRS-Aided Multi-User Communication System

T Li, Y Yang, J Lee, X Qin, J Huang… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Channel estimation (CE) is a critical part for intelligent reflecting surface (IRS) aided multi-
user communication (MUC) systems. However, the cascaded channel of the IRS-aided MUC …

Grouping-Based Channel Estimation Scheme for IRS-Assisted Wireless Communications Network

P Mukherjee, S Joshi - IEEE Communications Letters, 2023 - ieeexplore.ieee.org
In intelligent reflecting surface (IRS) assisted wireless communication systems, the
knowledge of the channel state information plays an important role in tuning the IRS …

Channel estimation for IRS-aided multiuser communications with reduced error propagation

Y Wei, MM Zhao, MJ Zhao, Y Cai - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) has emerged as a promising paradigm to improve the
capacity and reliability of a wireless communication system by smartly reconfiguring the …