[HTML][HTML] 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 …

Rate Control for RIS-Empowered Multi-Cell Dual-Connectivity HetNets: A Distributed Multi-Task DRL Approach

A Alwarafy, M Abdallah, N Al-Dhahir… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Heterogeneous wireless networks (HetNets), where networks are deployed with ultra-dense
small cells (SCs), is one of the main enabling technologies for future wireless networks. In …

DRL-Based IRS-Assisted Secure Hybrid Visible Light and mmWave Communications

DA Saifaldeen, AM Al-Baseer, BS Ciftler… - IEEE Open Journal …, 2024 - ieeexplore.ieee.org
This paper explores a new advancement in physical layer security (PLS) techniques,
focusing on the integration of Intelligent Reflecting Surfaces (IRS). This work centers on …

[HTML][HTML] Blocklength Allocation and Power Control in UAV-Assisted URLLC System via Multi-agent Deep Reinforcement Learning

X Li, X Zhang, J Li, F Luo, Y Huang, X Zhang - International Journal of …, 2024 - Springer
Integration of unmanned aerial vehicles (UAVs) with ultra-reliable and low-latency
communication (URLLC) systems can improve the real-time communication performance for …

Efficient AoI-Aware Resource Management in VLC-V2X Networks via Multi-Agent RL Mechanism

M Azizi, F Zeinali, MR Mili… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Vehicles are already fitted with light-emitting diodes (LEDs), however, with a vehicles-to-
everything (V2X) network, we can integrate this potential network of visible light …

Subcarrier power control for URLLC communication system via multi-agent deep reinforcement learning in IoT network

H Wang, X Li, F Luo, J Li… - International Journal of …, 2024 - inderscienceonline.com
Designing an intelligent resource allocation scheme to achieve the performance
requirements of internet of things (IoT) devices for the future ultra-reliable low-latency …