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 …
are foreseen as key enablers of beyond 5G (B5G) and 6G wireless communications. By …
A deep reinforcement learning approach to IRS-assisted MU-MIMO communication systems
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 …
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 TDD Multi-User MIMO Systems
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) …
(IRS) in a time-division duplexing (TDD) multi-user multiple-input-multiple-output (MIMO) …
Deep contextual bandit and reinforcement learning for IRS-assisted MU-MIMO systems
D Pereira-Ruisánchez, Ó Fresnedo… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The combination of multiple-input multiple-output (MIMO) systems and intelligent reflecting
surfaces (IRSs) is foreseen as a critical enabler of beyond 5G (B5G) and 6G. In this work …
surfaces (IRSs) is foreseen as a critical enabler of beyond 5G (B5G) and 6G. In this work …
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 …
spectral efficiency enhancement point of view for downlink multi-user (MU) multi-input-single …
Intelligent resource allocations for IRS-assisted OFDM communications: a hybrid MDQN-DDPG approach
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 …
(IRS)-assisted OFDM system. The system sum rate maximization framework is formulated by …
Deep reinforcement learning based intelligent reflecting surface optimization for MISO communication systems
This letter investigates the intelligent reflecting surface (IRS)-aided multiple-input single-
output wireless transmission system. Particularly, the optimization of the passive phase shift …
output wireless transmission system. Particularly, the optimization of the passive phase shift …
On the robustness of deep reinforcement learning in IRS-aided wireless communications systems
We consider an Intelligent Reflecting Surface (IRS)-aided multiple-input single-output
(MISO) system for downlink transmission. We compare the performance of Deep …
(MISO) system for downlink transmission. We compare the performance of Deep …
Resource allocation for IRS-assisted networks: A deep reinforcement learning approach
In a wireless communication network, the propagation medium has been perceived as a
randomly behaving entity between the transmitter and receiver for a long time. However …
randomly behaving entity between the transmitter and receiver for a long time. However …
Hybrid reinforcement learning for STAR-RISs: A coupled phase-shift model based beamformer
A simultaneous transmitting and reflecting reconfigurable intelligent surface (STAR-RIS)
assisted multi-user downlink multiple-input single-output (MISO) communication system is …
assisted multi-user downlink multiple-input single-output (MISO) communication system is …