[HTML][HTML] Machine learning for intelligent-reflecting-surface-based wireless communication towards 6G: A review

MAS Sejan, MH Rahman, BS Shin, JH Oh, YH You… - Sensors, 2022 - mdpi.com
An intelligent reflecting surface (IRS) is a programmable device that can be used to control
electromagnetic waves propagation by changing the electric and magnetic properties of its …

Smart and secure wireless communications via reflecting intelligent surfaces: A short survey

A Almohamad, AM Tahir, A Al-Kababji… - IEEE Open Journal …, 2020 - ieeexplore.ieee.org
With the emergence of the Internet of Things (IoT) technology, wireless connectivity should
be more ubiquitous than ever. In fact, the availability of wireless connection everywhere …

Channel estimation for intelligent reflecting surface assisted MIMO systems: A tensor modeling approach

GT de Araújo, ALF de Almeida… - IEEE Journal of Selected …, 2021 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) is an emerging technology for future wireless
communications including 5G and especially 6G. It consists of a large 2D array of (semi-) …

Enhancing secure MIMO transmission via intelligent reflecting surface

L Dong, HM Wang - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
In this article, we consider an intelligent reflecting surface (IRS) assisted Guassian multiple-
input multiple-output (MIMO) wiretap channel (WTC), and focus on enhancing its secrecy …

AI empowered RIS-assisted NOMA networks: Deep learning or reinforcement learning?

R Zhong, Y Liu, X Mu, Y Chen… - IEEE Journal on Selected …, 2021 - ieeexplore.ieee.org
A reconfigurable intelligent surface (RIS)-assisted multi-user downlink communication
system over fading channels is investigated, where both non-orthogonal multiple access …

Deep learning-aided 6G wireless networks: A comprehensive survey of revolutionary PHY architectures

B Ozpoyraz, AT Dogukan, Y Gevez… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
Deep learning (DL) has proven its unprecedented success in diverse fields such as
computer vision, natural language processing, and speech recognition by its strong …

A survey on model-based, heuristic, and machine learning optimization approaches in RIS-aided wireless networks

H Zhou, M Erol-Kantarci, Y Liu… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs) have received considerable attention as a key
enabler for envisioned 6G networks, for the purpose of improving the network capacity …

[HTML][HTML] Intelligent reflective surfaces for wireless networks: An overview of applications, approached issues, and open problems

D Perez-Adan, O Fresnedo, JP Gonzalez-Coma… - Electronics, 2021 - mdpi.com
An intelligent reflective surface (IRS) is a novel and revolutionizing communication
technology destined to enable the control of the radio environment. An IRS is a real-time …

[HTML][HTML] RETRACTED ARTICLE: Energy efficient IRS assisted 6G network for Industry 5.0

A Taneja, S Rani, S Raza, A Jain, SM Sefat - Scientific Reports, 2023 - ncbi.nlm.nih.gov
The real world applications are more prone to difficulties of challenges due to fast growth of
technologies and inclusion of artificial intelligence (AI) based logical solutions. The massive …

Deep reinforcement learning-based relay selection in intelligent reflecting surface assisted cooperative networks

C Huang, G Chen, Y Gong, M Wen… - IEEE wireless …, 2021 - ieeexplore.ieee.org
This letter proposes a deep reinforcement learning (DRL) based relay selection scheme for
cooperative networks with the intelligent reflecting surface (IRS). We consider a practical …