Optimization-driven deep reinforcement learning for robust beamforming in IRS-assisted wireless communications

J Lin, Y Zou, X Dong, S Gong, DT Hoang… - arXiv preprint arXiv …, 2020 - arxiv.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 …

Joint deployment design and phase shift of IRS-assisted 6G networks: An experience-driven approach

F Naeem, M Qaraqe, H Celebi - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
The performance of wireless networks is constrained by the dynamic and random nature of
the wireless channels. Intelligent reflecting surface (IRS) is a promising approach that can …

Intelligent Reflecting Surface Optimization for MIMO Communication Using Deep Reinforcement Learning

K Ikeagu, Y Ding, C Song… - 2023 31st …, 2023 - ieeexplore.ieee.org
This paper focuses on the optimization of the phase shifts of an intelligent reflecting surface
(IRS) for an IRS-aided multiple input multiple output (MIMO) communication system …

Energy efficiency maximization for IRS-assisted uplink systems: Joint resource allocation and beamforming design

M Forouzanmehr, S Akhlaghi… - IEEE Communications …, 2021 - ieeexplore.ieee.org
This letter investigates the design of resource allocation to maximize the energy efficiency
(EE) in a multiuser multiple-input multiple-output (MIMO) intelligent reflecting surface (IRS) …

A Meta-DDPG Algorithm for Energy and Spectral Efficiency Optimization in STAR-RIS-Aided SWIPT

A Farhadi, M Moomivand, SK Taskou… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
This letter studies a simultaneously transmitting and reflecting reconfigurable intelligent
surface (STAR-RIS)-assisted wireless system where a multi-antenna base station (BS) …

Globally optimal resource allocation design for IRS-assisted multiuser networks with discrete phase shifts

Y Wu, D Xu, DWK Ng, R Schober… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Intelligent reflecting surfaces (IRSs) are envisioned as a low-cost solution to achieve high
spectral and energy efficiency in future communication systems due to their ability to …

Practical Hardware Models and Beamforming Design for IRS-Assisted MIMO Networks

YS Ribeiro, FHC Neto… - 2021 Workshop on …, 2021 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) has emerged as a promising technology to enhance
wireless communications by smartly shaping the radio propagation environment. In this …

Joint Antenna Selection and Intelligent Reflecting Surface Aided MISO Downlink Networks

S Xia, P Zhang, Z Jiang, L Li, X Wang… - 2021 IEEE Conference …, 2021 - ieeexplore.ieee.org
Intelligent Reflecting Surface (IRS) has been recognized as one of the effective ways to
enhance the system performance of multiple input single output (MISO) downlink …

Sum-path-gain maximization for IRS-aided MIMO communication system via riemannian gradient descent network

G Zhu, J Hu, K Zhong, X Cheng… - IEEE Signal Processing …, 2023 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) is a key technique for enhancing the performance of
wireless communications. In this letter, we focus on the sum-path-gain maximization (SPGM) …

Intelligent resource allocations for IRS-assisted OFDM communications: A hybrid MDQN-DDPG approach

W Wu, F Yang, F Zhou, H Hu, Q Wu, RQ Hu - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we study the resource allocation problem for an intelligent reflecting surface
(IRS)-assisted OFDM system. The system sum rate maximization framework is formulated by …