Comprehensive review on ML-based RIS-enhanced IoT systems: basics, research progress and future challenges

SK Das, F Benkhelifa, Y Sun, H Abumarshoud… - Computer Networks, 2023 - Elsevier
Sixth generation (6G) internet of things (IoT) networks will modernize the applications and
satisfy user demands through implementing smart and automated systems. Intelligence …

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 …

Evolution of NOMA toward next generation multiple access (NGMA) for 6G

Y Liu, S Zhang, X Mu, Z Ding, R Schober… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Due to the explosive growth in the number of wireless devices and diverse wireless
services, such as virtual/augmented reality and Internet-of-Everything, next generation …

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 …

Integration of NOMA with reflecting intelligent surfaces: A multi-cell optimization with SIC decoding errors

WU Khan, E Lagunas, A Mahmood, Z Ali… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Reflecting intelligent surfaces (RIS) has gained significant attention due to its high energy
and spectral efficiency in next-generation wireless networks. By using low-cost passive …

Physical layer security for NOMA systems: Requirements, issues, and recommendations

S Pakravan, JY Chouinard, X Li, M Zeng… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Nonorthogonal multiple access (NOMA) has been viewed as a potential candidate for the
upcoming generation of wireless communication systems. Comparing to traditional …

[HTML][HTML] Research on smart city data encryption and communication efficiency improvement under federated learning framework

Z Kuang, C Chen - Egyptian Informatics Journal, 2023 - Elsevier
To improve the data communication processing capability of smart city informatization
construction and defend against malicious joint attacks of internal communication …

IRS-empowered 6G networks: deployment strategies, performance optimization, and future research directions

F Naeem, G Kaddoum, S Khan, KS Khan… - IEEE Access, 2022 - ieeexplore.ieee.org
The performance of the envisioned 6G network is fundamentally constrained by the
uncontrollable and random wireless communication channel. Intelligent reflecting surfaces …

A d2d-aided federated learning scheme with incentive mechanism in 6G networks

R Fantacci, B Picano - IEEE Access, 2022 - ieeexplore.ieee.org
Pervasive new era applications are expected to involve massive amount of data to
implement intelligent distributed frameworks based on machine learning, supported by sixth …

Security of federated learning in 6G era: A review on conceptual techniques and software platforms used for research and analysis

SHA Kazmi, F Qamar, R Hassan, K Nisar… - Computer Networks, 2024 - Elsevier
Federated Learning (FL) is an emerging Artificial Intelligence (AI) paradigm enabling
multiple parties to train a model collaboratively without sharing their data. With the upcoming …