Environment-Aware Codebook Design for RIS-Assisted MU-MISO Communications: Implementation and Performance Analysis

Z Yu, J An, E Basar, L Gan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) provides a new electromagnetic response control
solution, which can proactively reshape the characteristics of wireless channel …

Beamforming optimization of meta-learning algorithm based on gradient descent in RIS-assisted ISAC system

X He, Y Ye, H Xu, W Liu, A Zhou - Physical Communication, 2024 - Elsevier
In this paper, we study an integrated sensing and communication (ISAC) system assisted by
reconfigurable intelligent surface (RIS). Our goal is to minimize the transmit power of the BS …

QoS-Aware Deep Unsupervised Learning for STAR-RIS Assisted Networks: A Novel Differentiable Projection Framework

M Alizadeh, X Mootoo, O Waqar… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
In this letter, we propose a Quality-of-Service (QoS)-aware deep unsupervised learning
framework to jointly optimize beamforming and phase-shifts in a simultaneously transmitting …

Deep Learning Based Adaptive Phase Shift Compression and Feedback in IRS-Assisted Communication Systems

Z Li, H Shen, W Xu, D Chen… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
A novel neural network framework ACFNet is proposed for intelligent reflecting surface (IRS)-
assisted downlink multiuser communications. Aiming at maximizing the effective achievable …

Channel estimation for reconfigurable intelligent surface aided MISO communications: From LMMSE to deep learning solutions

NK Kundu, MR McKay - IEEE Open Journal of the …, 2021 - ieeexplore.ieee.org
We consider multi-antenna wireless systems aided by reconfigurable intelligent surfaces
(RIS). RIS presents a new physical layer technology for improving coverage and energy …

Energy-efficiency maximization of multiple RISs-enabled communication networks by deep reinforcement learning

PS Aung, YK Tun, Z Han… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
Reconfigurable Intelligent Surfaces (RISs) have become an emerging paradigm to improve
the average sum-rate, enhance energy efficiency and extend coverage areas in wireless …

Energy-efficient beamforming optimization for MISO communication based on reconfigurable intelligent surface

F Tan, X Xu, H Chen, S Li - Physical Communication, 2023 - Elsevier
Reconfigurable intelligent surface (RIS), a planar metasurface consisting of a large number
of low-cost reflecting elements, has received much attention due to its ability to improve both …

Hybrid MRT and ZF Learning for Energy-Efficient Transmission in Multi-RIS-Assisted Networks

W Guo, Y Lu, H Du, B Ai, D Niyato… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The deep reinforcement learning-based transmission design for reconfigurable intelligent
surface (RIS) assisted multiple input single output networks is investigated in this research …

Deep reinforcement learning based beamforming codebook design for RIS-aided mmWave systems

A Abdallah, A Celik, MM Mansour… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs) are envisioned to play a pivotal role in future
wireless systems with the capability of enhancing propagation environments by intelligently …

Max-min SINR optimization for RIS-aided uplink communications with green constraints

A Subhash, A Kammoun, A Elzanaty… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Smart radio environments aided by reconfigurable intelligent surfaces (RIS) have attracted
much research attention recently. We propose a joint optimization strategy for beamforming …