Deep reinforcement learning for robust beamforming in IRS-assisted wireless communications

J Lin, Y Zout, X Dong, S Gong… - … 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) is a promising technology to assist downlink information
transmissions from a multi-antenna access point (AP) to a receiver. In this paper, we …

Multiple intelligent reflecting surface aided multi-user weighted sum-rate maximization using manifold optimization

L Zhang, Q Wang, H Wang - 2021 IEEE/CIC International …, 2021 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) are able to amend radio propagation condition tasks on
account of its functional properties in phase shift optimizing. In fact, there exists geometry …

MIMO assisted networks relying on intelligent reflective surfaces

T Hou, Y Liu, Z Song, X Sun, Y Chen… - arXiv preprint arXiv …, 2019 - arxiv.org
Intelligent reflective surfaces (IRSs) are invoked for improving both spectral efficiency (SE)
and energy efficiency (EE). Specifically, an IRS-aided multiple-input multiple-output network …

Globally Optimal Resource Allocation Design for Discrete Phase Shift IRS-Assisted Multiuser Networks with Perfect and Imperfect CSI

Y Wu, D Xu, DWK Ng, R Schober… - arXiv preprint arXiv …, 2023 - arxiv.org
Intelligent reflecting surfaces (IRSs) are a promising low-cost solution for achieving high
spectral and energy efficiency in future communication systems by enabling the …

Intelligent reflecting surface for downlink non-orthogonal multiple access networks

M Fu, Y Zhou, Y Shi - 2019 IEEE Globecom Workshops (GC …, 2019 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) has recently been recognized as a promising technology
to enhance the energy and spectrum efficiency of wireless networks by controlling the …

Multi-IRS-assisted multi-cell uplink MIMO communications under imperfect CSI: A deep reinforcement learning approach

J Kim, S Hosseinalipour, T Kim… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
Applications of intelligent reflecting surfaces (IRSs) in wireless networks have attracted
significant attention recently. Most of the relevant literature is focused on the single cell …

Reconfigurable intelligent surfaces-enhanced uplink user-centric networks on energy efficiency optimization

C Zhang, H Lu, CW Chen - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
User-centric network (UCN) has been considered as a promising technology to improve the
throughput of users, especially users at the cell edge, where each user is connected to and …

Weighted sum-rate maximization for intelligent reflecting surface enhanced wireless networks

H Guo, YC Liang, J Chen… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) is a promising solution to build a programmable wireless
environment for future communication systems, in which the reflector elements steer the …

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 …

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 …