Intelligent reflecting surface‐assisted beamforming‐NOMA networks for short‐packet communications: Performance analysis and deep learning approach

NTY Linh, PN Son, VNQ Bao - IET Communications, 2023 - Wiley Online Library
This paper investigates intelligent reconfigurable surface‐assisted non‐orthogonal multiple
access (NOMA) networks for short packet communications where the source with multiple …

Beamforming and data detection in intelligent reflecting surfaces‐assisted communication using deep learning

AH Raghavendra… - Transactions on Emerging …, 2024 - Wiley Online Library
In this article, we propose two deep neural network (DNN) architectures for an intelligent
reflecting surface (IRS)‐assisted network with a single transmitter and multiple receivers …

[HTML][HTML] A deep reinforcement learning for energy efficient resource allocation Intelligent Reflecting Surface (IRS) driven Non-Orthogonal Multiple Access …

S Amin, JA Sheikh, BA Malik - Physical Communication, 2023 - Elsevier
This paper proposes a deep reinforcement learning centralized intelligent reflective surface
(IRS) assisted non-orthogonal multiple access beamforming (NOMA-BF) system to improve …

Machine learning empowered resource allocation in IRS aided MISO-NOMA networks

X Gao, Y Liu, X Liu, L Song - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
A novel framework of intelligent reflecting surface (IRS)-aided multiple-input single-output
(MISO) non-orthogonal multiple access (NOMA) network is proposed, where a base station …

Performance Analysis and Deep Learning Design of Short-Packet Communication in Multi-RIS Aided Multi-Antenna Wireless Systems

KT Nguyen, TH Vu, S Kim - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
This article studies short-packet communication (SPC) in multireconfigurable intelligent
surface (RIS)-assisted multiantenna wireless systems. In this system, a sensor node …

AI empowered RIS-assisted NOMA networks: Deep learning or reinforcement learning?

R Zhong, Y Liu, X Mu, Y Chen… - IEEE Journal on Selected …, 2021 - ieeexplore.ieee.org
A reconfigurable intelligent surface (RIS)-assisted multi-user downlink communication
system over fading channels is investigated, where both non-orthogonal multiple access …

Generative channel estimation for intelligent reflecting surface-aided wireless communication

S Singh, A Trivedi, D Saxena - Wireless Networks, 2024 - Springer
Intelligent reflecting surface (IRS) has emerged as a viable technology to enhance the
spectral efficiency of wireless communication systems by intelligently controlling wireless …

Average Block Error Rate Analysis of IRS-Aided NOMA Short-Packet Communication Systems

TTT Nguyen, XX Nguyen - 2023 International Symposium on …, 2023 - ieeexplore.ieee.org
In this paper, we investigate the average block error rate (BLER) of an intelligent reflecting
surface (IRS) assisted non-orthogonal multiple-access (NOMA) in short-packet …

Resource allocation in IRSs aided MISO-NOMA networks: A machine learning approach

X Gao, Y Liu, X Liu, Z Qin - GLOBECOM 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
A novel framework of intelligent reflecting surface (IRS)-aided multiple-input single-output
(MISO) non-orthogonal multiple access (NOMA) network is proposed, where a base station …

Performance Analysis of IRS-Aided Short-Packet NOMA Systems Over Nakagami- Fading Channels

L Yuan, Q Du, N Yang, F Fang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper analyzes the performance of an intelligent reflecting surface (IRS)-aided short-
packet communication system over Nakagami-fading channels. In this system, the base …