A Survey On Federated Learning for Reconfigurable Intelligent Metasurfaces-Aided Wireless Networks

SK Das, B Champagne… - IEEE Open Journal of …, 2024 - ieeexplore.ieee.org
Wireless networks are increasingly relying on machine learning (ML) paradigms to provide
various services at the user level. Yet, it remains impractical for users to offload their …

Reconfigurable intelligent surface assisted mobile edge computing with heterogeneous learning tasks

S Huang, S Wang, R Wang, M Wen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The ever-growing popularity and rapid development of artificial intelligence (AI) have raised
rethinking on the evolution of wireless networks. Mobile edge computing (MEC) provides a …

Reconfigurable intelligent surface assisted edge machine learning

S Huang, S Wang, R Wang, M Wen… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
The ever-growing popularity and rapid improving of artificial intelligence (AI) have raised
rethinking on the evolution of wireless networks. Mobile edge computing (MEC) provides a …

Wireless 2.0: Toward an intelligent radio environment empowered by reconfigurable meta-surfaces and artificial intelligence

H Gacanin, M Di Renzo - IEEE Vehicular Technology …, 2020 - ieeexplore.ieee.org
In this article, we introduce Wireless 2.0, the future generation of wireless communication
networks, in which the radio environment becomes controllable and intelligent by leveraging …

A digital twin for reconfigurable intelligent surface assisted wireless communication

B Sheen, J Yang, X Feng, MMU Chowdhury - arXiv preprint arXiv …, 2020 - arxiv.org
Reconfigurable Intelligent Surface (RIS) has emerged as one of the key technologies for 6G
in recent years, which comprise a large number of low-cost passive elements that can …

Multi RIS-Integrated MIMO Wireless Communication: End to End (E2E) Learning Performance across Diverse Network Scenarios

MR Hassen, MT Hassan… - 2023 26th International …, 2023 - ieeexplore.ieee.org
Reconfigurable Intelligent Surfaces (RIS) have emerged as a transformative technology,
revolutionizing wireless communication systems by enabling dynamic manipulation of radio …

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 …

Phase configuration learning in wireless networks with multiple reconfigurable intelligent surfaces

GC Alexandropoulos, S Samarakoon… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
Reconfigurable Intelligent Surfaces (RISs) are recently gaining remarkable attention as a
low-cost, hardware-efficient, and highly scalable technology capable of offering dynamic …

Meta-learning for 6G communication networks with reconfigurable intelligent surfaces

M Jung, W Saad - … 2021-2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Channel acquisition is one of the main challenges in a reconfigurable intelligent surface
(RIS) system due to the passive nature of an RIS. In order to accurately estimate RIS …

STAR-RIS enabled heterogeneous networks: Ubiquitous NOMA communication and pervasive federated learning

W Ni, Y Liu, YC Eldar, Z Yang, H Tian - ArXiv. org., 2021 - weizmann.elsevierpure.com
This paper integrates non-orthogonal multiple access (NOMA) and over-the-air federated
learning (AirFL) into a unified framework using a simultaneous transmitting and reflecting …