Hybrid reinforcement learning for STAR-RISs: A coupled phase-shift model based beamformer
A simultaneous transmitting and reflecting reconfigurable intelligent surface (STAR-RIS)
assisted multi-user downlink multiple-input single-output (MISO) communication system is …
assisted multi-user downlink multiple-input single-output (MISO) communication system is …
Weighted sum-rate maximization for STAR-RISs-aided networks with coupled phase-shifters
H Niu, X Liang - IEEE Systems Journal, 2022 - ieeexplore.ieee.org
In this letter, we investigate the optimization in a simultaneously transmitting and reflecting
reconfigurable intelligent surface-enabled network with a coupled coefficient model, where …
reconfigurable intelligent surface-enabled network with a coupled coefficient model, where …
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 …
single-output (MISO) downlink system, where transmit beamforming and phase shifts of RIS …
Double deep learning for joint phase-shift and beamforming based on cascaded channels in RIS-assisted MIMO networks
This letter investigates machine learning approach for the joint optimal phase shift and
beamforming in the reconfigurable intelligent surface (RIS) assisted multiple-input and …
beamforming in the reconfigurable intelligent surface (RIS) assisted multiple-input and …
Beamforming for STAR-RIS-Aided Integrated Sensing and Communication Using Meta DRL
We consider an integrated sensing and communication (ISAC) system, in which a
simultaneously transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) …
simultaneously transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) …
Weighted sum rate optimization for STAR-RIS-assisted MIMO system
In this work, we study a simultaneous transmitting and reflecting reconfigurable intelligent
surface (RIS)-assisted multiple-input multiple-output network. For the system under …
surface (RIS)-assisted multiple-input multiple-output network. For the system under …
Collaborative intelligent reflecting surface networks with multi-agent reinforcement learning
Intelligent reflecting surface (IRS) is envisioned to be widely applied in future wireless
networks. In this paper, we investigate a multi-user communication system assisted by …
networks. In this paper, we investigate a multi-user communication system assisted by …
Deep reinforcement learning based intelligent reflecting surface optimization for MISO communication systems
This letter investigates the intelligent reflecting surface (IRS)-aided multiple-input single-
output wireless transmission system. Particularly, the optimization of the passive phase shift …
output wireless transmission system. Particularly, the optimization of the passive phase shift …
Joint user scheduling, phase shift control, and beamforming optimization in intelligent reflecting surface-aided systems
In this paper, we formulate a joint uplink scheduling, phase shift control, and beamforming
optimization problem in intelligent reflecting surface (IRS)-aided systems. We consider …
optimization problem in intelligent reflecting surface (IRS)-aided systems. We consider …
Low-cost passive beamforming for RIS-aided wideband OFDM systems
Reconfigurable intelligent surface (RIS) has become a promising solution to improve the
performance of future wireless systems with low energy consumptions. Concerning a RIS …
performance of future wireless systems with low energy consumptions. Concerning a RIS …