Deep reinforcement learning based power minimization for RIS-assisted MISO-OFDM systems

P Chen, W Huang, X Li, S Jin - China Communications, 2023 - ieeexplore.ieee.org
In this paper, we investigate the downlink orthogonal frequency division multiplexing
(OFDM) transmission system assisted by reconfigurable intelligent surfaces (RISs) …

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 …

Intelligent reflecting surface aided MISO uplink communication network: Feasibility and power minimization for perfect and imperfect CSI

Y Liu, J Zhao, M Li, Q Wu - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, we consider the weighted sum-power minimization under quality-of-service
(QoS) constraints in the multi-user multi-input-single-output (MISO) uplink wireless network …

Double intelligent reflecting surface-assisted multi-user MIMO mmwave systems with hybrid precoding

H Niu, Z Chu, F Zhou, C Pan, DWK Ng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This work investigates the effect of double intelligent reflecting surface (IRS) in improving the
spectrum efficient of multi-user multiple-input multiple-output (MIMO) network operating in …

Intelligent resource allocation for IRS-enhanced OFDM communication systems: A hybrid deep reinforcement learning approach

W Wu, F Yang, F Zhou, Q Wu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Orthogonal frequency division multiplexing (OFDM) systems have been widely applied in
practice since OFDM has diverse outstanding advantages. However, their performance …

Joint user scheduling and transmit precoder selection based on DDPG for uplink multi-user MIMO systems

H Chen, Y Liu, Z Zheng, H Wang… - 2021 IEEE 94th …, 2021 - ieeexplore.ieee.org
In uplink multi-user multi-input multi-output (MU-MIMO) network, user scheduling and
transmit precoding are effective ways to manage the inter-user interference and antenna …

Sum-rate maximization of RIS-aided multi-user MIMO systems with statistical CSI

H Zhang, S Ma, Z Shi, X Zhao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper investigates a reconfigurable intelligent surface (RIS)-aided multi-user multiple-
input multiple-output (MIMO) system by considering only the statistical channel state …

Learning to continuously optimize wireless resource in a dynamic environment: A bilevel optimization perspective

H Sun, W Pu, X Fu, TH Chang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
There has been a growing interest in developing data-driven, and in particular deep neural
network (DNN) based methods for modern communication tasks. These methods achieve …

Bivariate pilot optimization for compressed channel estimation in RIS-assisted multiuser MISO-OFDM systems

R Jiang, Z Fei, S Huang, X Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In reconfigurable intelligent surface (RIS)-assisted wireless communication systems,
channel estimation is of paramount importance to unleash the full advantage of the high …

Deep reinforcement learning based joint active and passive beamforming design for RIS-assisted MISO systems

Y Zhu, Z Bo, M Li, Y Liu, Q Liu… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Owing to the unique advantages of low cost and controllability, reconfigurable intelligent
surface (RIS) is a promising candidate to address the blockage issue in millimeter wave …