A self-supervised learning-based channel estimation for IRS-aided communication without ground truth

Z Zhang, T Ji, H Shi, C Li, Y Huang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Deep learning (DL) is an emerging paradigm for accurate channel estimation for intelligent
reflecting surface (IRS)-aided wireless communication systems. It has been proven to be a …

Channel estimation for intelligent reflecting surface aided wireless communications using conditional GAN

M Ye, H Zhang, JB Wang - IEEE Communications Letters, 2022 - ieeexplore.ieee.org
Channel estimation is very challenging, especially in an intelligent reflecting surface (IRS)-
aided wireless system. This letter proposes a deep learning (DL) based approach for IRS …

Deep residual learning for channel estimation in intelligent reflecting surface-assisted multi-user communications

C Liu, X Liu, DWK Ng, J Yuan - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
Channel estimation is one of the main tasks in realizing practical intelligent reflecting surface-
assisted multi-user communication (IRS-MUC) systems. However, different from traditional …

Channel estimation for wireless communication systems aided by large intelligent reflecting surface

Y Pan, Z Deng - 2021 IEEE 2nd International Conference on …, 2021 - ieeexplore.ieee.org
In recent years, the advantages of wireless communication systems assisted by intelligent
reflecting surface (IRS) have attracted great attention in the field of mobile communication …

Deep-learning-based channel estimation for IRS-assisted ISAC system

Y Liu, I Al-Nahhal, OA Dobre… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
Integrated sensing and communication (ISAC) and intelligent reflecting surface (IRS) are
viewed as promising technologies for future generations of wireless networks. This paper …

Deep residual network empowered channel estimation for IRS-assisted multi-user communication systems

C Liu, X Liu, DWK Ng, J Yuan - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Channel estimation is of great importance in realizing practical intelligent reflecting surface-
assisted multi-user communication (IRS-MC) systems. However, different from traditional …

Intelligent reflecting surface enhanced wireless communications with deep-learning-based channel prediction

S Yin, Y Li, Y Tian, FR Yu - IEEE Transactions on Vehicular …, 2021 - ieeexplore.ieee.org
In this paper, we introduce channel prediction to wireless communications aided by
intelligent reflecting surface (IRS) in order to reduce the overhead brought by full channel …

Deep learning based channel estimation for intelligent reflecting surface aided MISO-OFDM systems

S Liu, M Lei, MJ Zhao - 2020 IEEE 92nd Vehicular Technology …, 2020 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) has been proposed as a promising technology to smartly
control the wireless signal propagation and enhance the spectral efficiency of wireless …

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 …

Deep-learning channel estimation for IRS-assisted integrated sensing and communication system

Y Liu, I Al-Nahhal, OA Dobre… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Integrated sensing and communication (ISAC), and intelligent reflecting surface (IRS) are
envisioned as revolutionary technologies to enhance spectral and energy efficiencies for …