A comprehensive review on artificial intelligence/machine learning algorithms for empowering the future IoT toward 6G era

MR Mahmood, MA Matin, P Sarigiannidis… - IEEE …, 2022 - ieeexplore.ieee.org
The evolution of the wireless network systems over decades has been providing new
services to the users with the help of innovative network and device technologies. In recent …

Deep deterministic policy gradient algorithm: A systematic review

EH Sumiea, SJ Abdulkadir, HS Alhussian, SM Al-Selwi… - Heliyon, 2024 - cell.com
Abstract Deep Reinforcement Learning (DRL) has gained significant adoption in diverse
fields and applications, mainly due to its proficiency in resolving complicated decision …

Energy efficiency optimization for a multiuser IRS-aided MISO system with SWIPT

J Tang, Z Peng, DKC So, X Zhang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Combining simultaneous wireless information and power transfer (SWIPT) and an intelligent
reflecting surface (IRS) is a feasible scheme to enhance energy efficiency (EE) performance …

Sensing-enabled predictive beamforming design for RIS-assisted V2I systems: A deep learning approach

F Xia, Z Fei, J Huang, X Wang, R Wang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Vehicle-to-infrastructure (V2I) communications have been regarded as an emerging
application in next-generation wireless networks. However, guaranteeing high-quality …

Deep Learning Aided Intelligent Reflective Surfaces for 6G: A Survey

M Tariq, S Ahmad, M Ahmad Jan, H Song - ACM Computing Surveys, 2024 - dl.acm.org
The envisioned sixth-generation (6G) networks anticipate robust support for diverse
applications, including massive machine-type communications, ultra-reliable low-latency …

Intelligent reflecting surface‐assisted UAV inspection system based on transfer learning

Y Du, N Qi, K Wang, M Xiao, W Wang - IET Communications, 2024 - Wiley Online Library
Intelligent reflective surface (IRS) provides an effective solution for reconfiguring air‐to‐
ground wireless channels, and intelligent agents based on reinforcement learning can …

基于IRS 辅助的MIMO 车联网系统联合波束成形设计

张雷, 王玉, 田建杰, 张琳, 章天骄 - 通信学报, 2023 - infocomm-journal.com
针对MIMO 车联网系统中V2I 和V2V 共享频谱的情形, 提出了一种IRS 辅助的联合波束成形设计
方法. 在保证V2V 用户数据速率需求, V2I 基站发射功率受限和IRS 反射相移模约束等条件下 …

RIS-Assisted Unsupervised Beamforming in Internet of Vehicles

Y Cui, G Wang, D Wu, P He, R Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Internet of vehicles (IoVs) will require massive high data rate connections with the base
station (BS) to provide promising vehicular entertainment services, such as autonomous …

Energy Efficiency Optimization of IRS-Aided Multiuser MISO Underlay EH-CR Communication Systems By Using PER-SD3 Method

J Wang, H Pei, L Yang, J Hu, L Wu… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
With the increasing demand of wireless communication, the data rates supported by
wireless communication technology are required to be higher, which also leads to the …

A Survey on Resource Allocation and Energy Efficient Maximization for IRS-Aided MIMO Wireless Communication

N Baskar, P Selvaprabhu, VB Kumaravelu… - IEEE …, 2024 - ieeexplore.ieee.org
This survey paper provides a comprehensive overview of integrating Multiple-Input Multiple-
Output (MIMO) with Intelligent Reflecting Surfaces (IRS) in wireless communication systems …