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 …
Improved Artificial Rabbits Algorithm for Positioning Optimization and Energy Control in RIS Multiuser Wireless Communication Systems
An innovative method to raise wireless communication systems' efficiency is to use
Reconfigurable Intelligent Surface (RIS). Unfortunately, determining the quantity and …
Reconfigurable Intelligent Surface (RIS). Unfortunately, determining the quantity and …
Deep learning empowered trajectory and passive beamforming design in UAV-RIS enabled secure cognitive non-terrestrial networks
This letter proposes learning-based joint optimization of unmanned aerial vehicle (UAV)
trajectory and reconfigurable intelligent surface (RIS) reflection coefficients in UAV-RIS …
trajectory and reconfigurable intelligent surface (RIS) reflection coefficients in UAV-RIS …
Hybrid relay and reconfigurable intelligent surface assisted multiuser MISO systems
Reconfigurable intelligent surfaces (RISs) are viewed as key enablers for next-generation
wireless communications. This paper investigates a multiuser downlink multiple-input single …
wireless communications. This paper investigates a multiuser downlink multiple-input single …
Intelligent omni surface-assisted self-interference cancellation for full-duplex MISO system
The full-duplex (FD) communication can achieve higher spectrum efficiency than
conventional half-duplex (HD) communication; however, self-interference (SI) is the key …
conventional half-duplex (HD) communication; however, self-interference (SI) is the key …
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 …
Deep reinforcement learning for practical phase-shift optimization in RIS-aided MISO URLLC systems
We study the joint active/passive beamforming and channel blocklength (CBL) allocation in
a nonideal reconfigurable intelligent surface (RIS)-aided ultrareliable and low-latency …
a nonideal reconfigurable intelligent surface (RIS)-aided ultrareliable and low-latency …
Joint deployment design and phase shift of IRS-assisted 6G networks: An experience-driven approach
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 …
the wireless channels. Intelligent reflecting surface (IRS) is a promising approach that can …
Deep Q-learning based resource management in IRS-assisted VLC systems
A Al Hammadi, L Bariah, S Muhaidat… - … Machine Learning in …, 2023 - ieeexplore.ieee.org
Visible Light Communication (VLC) is a promising enabling technology for the next-
generation wireless networks, as it complements radio-frequency (RF)-based …
generation wireless networks, as it complements radio-frequency (RF)-based …
Joint scheduling design in wireless powered MEC IoT networks aided by reconfigurable intelligent surface
Internet of things (IoT) technology is critical to realize universal connections of everything
and pervasive intelligence for the future world. The forthcoming IoT technology will be …
and pervasive intelligence for the future world. The forthcoming IoT technology will be …