Double deep learning for joint phase-shift and beamforming based on cascaded channels in RIS-assisted MIMO networks

K Li, C Huang, Y Gong, G Chen - IEEE wireless …, 2023 - ieeexplore.ieee.org
This letter investigates machine learning approach for the joint optimal phase shift and
beamforming in the reconfigurable intelligent surface (RIS) assisted multiple-input and …

Low-complexity channel estimation and passive beamforming for RIS-assisted MIMO systems relying on discrete phase shifts

J An, C Xu, L Gan, L Hanzo - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs) are capable of enhancing the capacity of wireless
networks at a low cost. In practical RIS-assisted communication systems, the acquisition of …

Robust beamforming optimization design for RIS-aided MIMO systems with practical phase shift model and imperfect CSI

M Gao, J Yang, H Li, Y Wang - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
The ideal phase shift model and the acquisition of channel state information (CSI) are
practically difficult to realize in reconfigurable intelligent surface (RIS) assisted …

Channel estimation method and phase shift design for reconfigurable intelligent surface assisted MIMO networks

J Mirza, B Ali - IEEE Transactions on Cognitive …, 2021 - ieeexplore.ieee.org
This paper deals with channel estimation in reconfigurable intelligent surface (RIS) aided
multiple-input multiple-output (MIMO) time-division duplexing systems. In a typical RIS …

Phase Shifter Optimization in RIS-Aided MIMO Systems Under Multiple Reflections

D Wijekoon, A Mezghani… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We examine the problem of joint active and passive beamforming in a controllable multi-
user reconfigurable intelligent surface (RIS)-assisted downlink and uplink wireless …

Hybrid reinforcement learning for STAR-RISs: A coupled phase-shift model based beamformer

R Zhong, Y Liu, X Mu, Y Chen, X Wang… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
A simultaneous transmitting and reflecting reconfigurable intelligent surface (STAR-RIS)
assisted multi-user downlink multiple-input single-output (MISO) communication system is …

Unsupervised learning-based joint active and passive beamforming design for reconfigurable intelligent surfaces aided wireless networks

H Song, M Zhang, J Gao… - ieee communications …, 2020 - ieeexplore.ieee.org
This letter consider a reconfigurable intelligent surface (RIS) aided multi-user multiple-input
single-output (MISO) downlink system, where transmit beamforming and phase shifts of RIS …

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 …

Deep Unfolded Fractional Programming Based Beamforming in RIS-Aided MISO Systems

W Xia, Y Jiang, B Zhao, H Zhao… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) is a promising solution to programmable wireless
channels. However, most existing RIS phase optimization algorithms, relying on iterative …

Robust beamforming for RIS-aided communications: Gradient-based manifold meta learning

F Zhu, X Wang, C Huang, Z Yang, X Chen… - arXiv preprint arXiv …, 2024 - arxiv.org
Reconfigurable intelligent surface (RIS) has become a promising technology to realize the
programmable wireless environment via steering the incident signal in fully customizable …