WMMSE-based alternating optimization for low-complexity multi-IRS MIMO communication

CW Chen, WC Tsai, SS Wong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recently, intelligent reflecting surface (IRS) has emerged as a promising cost-efficient
technology to enhance communication performance. In this paper, we start with a single …

A DRL-based automated algorithm selection framework for cross-layer QoS-aware scheduling and antenna allocation in massive MIMO systems

CW Huang, I Althamary, YC Chou, HY Chen… - IEEE …, 2023 - ieeexplore.ieee.org
Massive multiple-input-multiple-output (MIMO) systems support advanced applications with
high data rates, low latency, and high reliability in next-generation mobile networks …

Reconfigurable intelligent surfaces-assisted multiuser MIMO uplink transmission with partial CSI

L You, J Xiong, Y Huang, DWK Ng… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
This paper considers the application of reconfigurable intelligent surfaces (RISs)(aka
intelligent reflecting surfaces (IRSs)) to assist multiuser multiple-input multiple-output (MIMO) …

Cooperative RIS and STAR-RIS assisted mMIMO communication: Analysis and optimization

A Papazafeiropoulos, AM Elbir… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) has emerged as a cost-effective and promising
solution to extend the wireless signal coverage and improve the performance via passive …

Capacity analysis and rate maximization design in RIS-aided uplink multi-user MIMO

W Jiang, HD Schotten - 2023 IEEE Wireless Communications …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) has recently drawn intensive attention due to its
potential of simultaneously realizing high spectral and energy efficiency in a sustainable …

Self-attention reinforcement learning for multi-beam combining in mmWave 3D-MIMO systems

Y Huang, Z Zhang, J Che, Z Yang, Q Yang… - Science China …, 2023 - Springer
Abstract Machine learning (ML) has been empowering all aspects of the wireless
communication system design, among which, the reinforcement learning (RL)-based …

A KKT conditions based transceiver optimization framework for RIS-aided multiuser MIMO networks

C Xing, S Xie, S Gong, X Yang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In many core problems of signal processing and wireless communications, Karush-Kuhn-
Tucker (KKT) conditions based optimization plays a fundamental role. Hence we investigate …

Scalable predictive beamforming for IRS-assisted multi-user communications: A deep learning approach

C Liu, X Liu, Z Wei, DWK Ng, R Schober - arXiv preprint arXiv:2211.12644, 2022 - arxiv.org
Beamforming design for intelligent reflecting surface (IRS)-assisted multi-user
communication (IRS-MUC) systems critically depends on the acquisition of accurate channel …

Beamforming optimization for IRS-assisted mmWave V2I communication systems via reinforcement learning

Y Lee, JH Lee, YC Ko - IEEE Access, 2022 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS), which can provide a propagation path where non-line-of-
sight (NLOS) link exists, is a promising technology to enable beyond fifth-generation (B5G) …

Learning-based reconfigurable-intelligent-surface-aided rate-splitting multiple access networks

DT Hua, QT Do, NN Dao, TV Nguyen… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Rate-splitting multiple access (RSMA) and reconfigurable intelligent surface (RIS)
techniques show promise in enhancing spectral efficiency in sixth-generation Internet of …