Deep reinforcement learning based joint downlink beamforming and RIS configuration in RIS-aided MU-MISO systems under hardware impairments and imperfect …

B Saglam, D Gurgunoglu… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
We introduce a novel deep reinforcement learning (DRL) approach to jointly optimize
transmit beamforming and reconfigurable intelligent surface (RIS) phase shifts in a multiuser …

Enhancing data rate and energy efficiency of NOMA systems using reconfigurable intelligent surfaces for millimeter-wave communications

XN Pham, BC Nguyen, TD Thi, N Van Vinh… - Digital Signal …, 2024 - Elsevier
In this article, we employ reconfigurable intelligent surface (RIS) to aid a non-orthogonal
multiple access (NOMA) system utilizing millimeter-wave (mmWave) communications …

A hybrid PSO-GWO-based phase shift design for a hybrid-RIS-aided heterogeneous network system

ANS Hamadou, C wa Maina, MM Soidridine - Heliyon, 2024 - cell.com
The effectiveness of developing reconfigurable intelligent surfaces (RIS) for heterogeneous
network (HetNet) systems has resulted in significant spectral efficiency (SE) gains. The …

Improving secrecy performance of NOMA networks with multiple non-colluding eavesdroppers employing multiple aerial reconfigurable intelligent surfaces

TL Le, BC Nguyen, TM Hoang, T Kim, GT Luu - Physical Communication, 2024 - Elsevier
This paper proposes exploiting multiple aerial reconfigurable intelligent surfaces (ARISs) for
the secrecy performance enhancement of non-orthogonal multiple access (NOMA) …

Distributed Signal Processing for Extremely Large-Scale Antenna Array Systems: State-of-the-Art and Future Directions

Y Xu, EG Larsson, EA Jorswieck, X Li, S Jin… - arXiv preprint arXiv …, 2024 - arxiv.org
Extremely large-scale antenna arrays (ELAA) play a critical role in enabling the
functionalities of next generation wireless communication systems. However, as the number …

Energy-Efficient RIS-Enabled SISO-OFDMA Communication via Lower Bound Optimization

S Bidabadi, MA Ouameur, M Bagaa, D Massicotte - Electronics, 2024 - mdpi.com
The pursuit of energy-efficient solutions in the context of reconfigurable intelligent surface
(RIS)-assisted wireless networks has become imperative and transformative. This paper …

A Grey Wolf Optimiser (GWO)-based RIS phase shift Design for a RIS-assisted multi-antenna system

ANS Hamadou, CW Maina… - IEEE Communications …, 2024 - ieeexplore.ieee.org
Reconfigurable Intelligent Surfaces (RIS) offer numerous interesting advantages, including
the ability to dynamically rearrange wireless channels to enhance communication system …

Multi-Agent DRL Based Transmission Optimization for Distributed RIS-Aided Communication Systems

Y Wang, X Li, N Gao, S Jin - 2023 IEEE 23rd International …, 2023 - ieeexplore.ieee.org
In this paper, we investigate the distributed reconfigurable intelligent surface (RIS)-aided
downlink multi-input single-output communication systems. Specifically, to make the …

Applications of RL for Discrete Problems in RIS-Assisted Communication Systems

A Faisal, I Al-Nahhal, OA Dobre… - Reinforcement Learning …, 2024 - Springer
This chapter focuses on the practical implementation of RIS-assisted communication
systems, specifically addressing discrete optimization problems. It explores the application …

Impact of memory on beamforming optimization for DDPG-assisted RIS-multi-user system

N Sofi, F Didi, MS Chaouche… - Studies in …, 2024 - ojs.studiespublicacoes.com.br
Recently, reconfigurable intelligent surfaces (RIS) have garnered considerable attention as
indispensable components driving the evolution of future 6G wireless communication …