Intelligent reflecting surface-aided wireless communications: A tutorial

Q Wu, S Zhang, B Zheng, C You… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) is an enabling technology to engineer the radio signal
propagation in wireless networks. By smartly tuning the signal reflection via a large number …

Reconfigurable intelligent surfaces: Principles and opportunities

Y Liu, X Liu, X Mu, T Hou, J Xu… - … surveys & tutorials, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs), also known as intelligent reflecting surfaces
(IRSs), or large intelligent surfaces (LISs), 1 have received significant attention for their …

Smart radio environments empowered by reconfigurable intelligent surfaces: How it works, state of research, and the road ahead

M Di Renzo, A Zappone, M Debbah… - IEEE journal on …, 2020 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs) are an emerging transmission technology for
application to wireless communications. RISs can be realized in different ways, which …

Pervasive machine learning for smart radio environments enabled by reconfigurable intelligent surfaces

GC Alexandropoulos, K Stylianopoulos… - Proceedings of the …, 2022 - ieeexplore.ieee.org
The emerging technology of reconfigurable intelligent surfaces (RISs) is provisioned as an
enabler of smart wireless environments, offering a highly scalable, low-cost, hardware …

Deep channel learning for large intelligent surfaces aided mm-wave massive MIMO systems

AM Elbir, A Papazafeiropoulos… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
This letter presents the first work introducing a deep learning (DL) framework for channel
estimation in large intelligent surface (LIS) assisted massive MIMO (multiple-input multiple …

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 …

A promising technology for 6G wireless networks: Intelligent reflecting surface

W Long, R Chen, M Moretti… - … of Communications and …, 2021 - ieeexplore.ieee.org
The intelligent information society, which is highly digitized, intelligence inspired, and
globally data driven, will be deployed in the next decade. The next 6G wireless …

Machine learning approaches for reconfigurable intelligent surfaces: A survey

KM Faisal, W Choi - IEEE Access, 2022 - ieeexplore.ieee.org
Next-generation wireless networks must handle a growing density of mobile users while
accommodating a rapid increase in mobile data traffic flow and a wide variety of services …

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 …

Deep learning optimized sparse antenna activation for reconfigurable intelligent surface assisted communication

S Zhang, S Zhang, F Gao, J Ma… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) is a revolutionary technology for achieving high rate
and large coverage in future wireless networks by smartly reflecting the signals with …