Recent progress in reconfigurable and intelligent metasurfaces: A comprehensive review of tuning mechanisms, hardware designs, and applications

Y Saifullah, Y He, A Boag, GM Yang, F Xu - Advanced Science, 2022 - Wiley Online Library
Intelligent metasurfaces have gained significant importance in recent years due to their
ability to dynamically manipulate electromagnetic (EM) waves. Their multifunctional …

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 …

A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications

L Alzubaidi, J Bai, A Al-Sabaawi, J Santamaría… - Journal of Big Data, 2023 - Springer
Data scarcity is a major challenge when training deep learning (DL) models. DL demands a
large amount of data to achieve exceptional performance. Unfortunately, many applications …

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 …

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 …

Joint channel estimation and data detection for hybrid RIS aided millimeter wave OTFS systems

M Li, S Zhang, Y Ge, F Gao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
For high mobility communication scenario, the recently emerged orthogonal time frequency
space (OTFS) modulation introduces a new delay-Doppler domain signal space, and can …

Reconfigurable intelligent surface for near field communications: Beamforming and sensing

Y Jiang, F Gao, M Jian, S Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) can improve the communications between a source
and a destination. Recently, continuous aperture RIS is proved to have better …

Tensor-based algebraic channel estimation for hybrid IRS-assisted MIMO-OFDM

Y Lin, S **, M Matthaiou, X You - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
We consider the channel estimation problem in multiple-input multiple-output orthogonal
frequency division multiplexing (MIMO-OFDM) systems assisted by intelligent reconfigurable …

Cascaded channel estimation for RIS assisted mmWave MIMO transmissions

Y Liu, S Zhang, F Gao, J Tang… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
Channel estimation is challenging for the reconfigurable intelligence surface (RIS) assisted
millimeter wave (mmWave) communications. Since the number of coefficients of the …

Time-varying channel prediction for RIS-assisted MU-MISO networks via deep learning

W Xu, J An, Y Xu, C Huang, L Gan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
To mitigate the effects of shadow fading and obstacle blocking, reconfigurable intelligent
surface (RIS) has become a promising technology to improve the signal transmission quality …