Temporal Neural Network Framework Adaptation in Reconfigurable Intelligent Surface-Assisted Wireless Communication

MAS Sejan, MH Rahman, MA Aziz, YH You, HK Song - Sensors, 2023 - mdpi.com
A reconfigurable intelligent surface (RIS) has potential for enhancing the performance of
wireless communication. A RIS includes cheap passive elements, and the reflecting of …

A deep learning based modeling of reconfigurable intelligent surface assisted wireless communications for phase shift configuration

B Sheen, J Yang, X Feng… - IEEE Open Journal of …, 2021 - ieeexplore.ieee.org
Reconfigurable Intelligent Surface (RIS) has emerged as a promising technology in wireless
networks to achieve high spectrum and energy efficiency. RIS typically comprises a large …

Machine Learning Strategies for Reconfigurable Intelligent Surface-Assisted Communication Systems—A Review

RF Ibarra-Hernández, FR Castillo-Soria, CA Gutiérrez… - Future Internet, 2024 - mdpi.com
Machine learning (ML) algorithms have been widely used to improve the performance of
telecommunications systems, including reconfigurable intelligent surface (RIS)-assisted …

Deep Learning-Based Optimization for Reconfigurable Intelligent Surface-Assisted Communications

G López-Lanuza, K Chen-Hu… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Reconfigurable Intelligent Surfaces (RISs) are an emerging technology in the evolution
towards the Sixth Generation (6G) of mobile communications. They are capable of …

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 …

A survey on reinforcement learning for reconfigurable intelligent surfaces in wireless communications

AA Puspitasari, BM Lee - Sensors, 2023 - mdpi.com
A reconfigurable intelligent surface (RIS) is a development of conventional relay technology
that can send a signal by reflecting the signal received from a transmitter to a receiver …

RISnet: A dedicated scalable neural network architecture for optimization of reconfigurable intelligent surfaces

B Peng, F Siegismund-Poschmann… - WSA & SCC 2023; …, 2023 - ieeexplore.ieee.org
The reconfigurable intelligent surface (RIS) is a promising technology for next-generation
wireless communication. It comprises many passive antennas, which reflect signals from the …

Reconfigurable Intelligent Surfaces: How to Enhance Multiuser Channel Prediction?

MK Shehzad, M Assaad, L Rose - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) is envisioned as the key enabler of a smart wireless
environment, offering a nearly energy-neutral solution to control the dynamic propagation of …

Going Beyond a Simple RIS: Trends and Techniques Paving the Path of Future RIS

K Shafique, M Alhassoun - IEEE Open Journal of Antennas …, 2024 - ieeexplore.ieee.org
To have uninterrupted wireless connectivity, higher throughput, and latency rate down to
nanoseconds; future networks will rely heavily on higher frequency bands, yet these signals …

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 …