Deep reinforcement learning based intelligent reflecting surface optimization for tdd multi-user mimo systems

F Zhao, W Chen, Z Liu, J Li, Q Wu - IEEE Wireless …, 2023 - ieeexplore.ieee.org
In this letter, we investigate the discrete phase shift design of the intelligent reflecting surface
(IRS) in a time-division duplexing (TDD) multi-user multiple-input-multiple-output (MIMO) …

A deep reinforcement learning approach to IRS-assisted MU-MIMO communication systems

D Pereira-Ruisánchez, Ó Fresnedo, D Pérez-Adán… - Authorea …, 2023 - techrxiv.org
The deep reinforcement learning (DRL)-based deep deterministic policy gradient (DDPG)
framework is proposed to solve the joint optimization of the IRS phase-shift matrix and the …

Deep reinforcement learning based intelligent reflecting surface optimization for MISO communication systems

K Feng, Q Wang, X Li, CK Wen - IEEE Wireless …, 2020 - ieeexplore.ieee.org
This letter investigates the intelligent reflecting surface (IRS)-aided multiple-input single-
output wireless transmission system. Particularly, the optimization of the passive phase shift …

Joint optimization of IRS-assisted MU-MIMO communication systems through a DRL-based twin delayed DDPG approach

D Pereira-Ruisánchez, Ó Fresnedo… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS)-assisted multiple-input multiple-output (MIMO) systems
are foreseen as key enablers of beyond 5G (B5G) and 6G wireless communications. By …

A Novel Deep Reinforcement Learning-based Approach for Enhancing Spectral Efficiency of IRS-assisted Wireless Systems

F Zohari, SM Shahabi, M Ardebilipour - arXiv preprint arXiv:2302.14706, 2023 - arxiv.org
This letter investigates an intelligent reflecting surfaces (IRS)-enhanced network from
spectral efficiency enhancement point of view for downlink multi-user (MU) multi-input-single …

Double-RIS aided multi-user MIMO communications: Common reflection pattern and joint beamforming design

P Zhang, S Gong, S Ma - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) has entered the public consciousness as a
promising technology for enhancing the performance of future wireless communication …

A distributed machine learning-based approach for IRS-enhanced cell-free MIMO networks

C Chen, S Xu, J Zhang, J Zhang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In cell-free multiple input multiple output (MIMO) networks, multiple base stations (BSs)
collaborate to achieve high spectral efficiency. Nevertheless, high penetration loss due to …

Energy-efficient beamforming design for cooperative double-IRS aided multi-user MIMO

C Lu, Y Fang, L Qiu - GLOBECOM 2022-2022 IEEE Global …, 2022 - ieeexplore.ieee.org
In this paper, we investigate the effect of cooperative double Intelligent reflecting surfaces
(IRS) in improving the energy efficiency (EE) of a multi-user multiple-input multiple-output …

A resource allocation policy for downlink communication in distributed IRS aided multiple-input single-output systems

L Ferdouse, I Woungang, A Anpalagan… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
As a technology for 6G wireless communications, Intelligent Reflecting Surfaces (IRSs) are
considered as a promising solution to boost the network capacity, spectrum and coverage in …

Two-timescale optimization for intelligent reflecting surface-assisted MIMO transmission in fast-changing channels

Y Cao, T Lv, W Ni - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
The application of intelligent reflecting surface (IRS) depends on the knowledge of channel
state information (CSI), and has been hindered by the heavy overhead of channel training …