The frontiers of deep reinforcement learning for resource management in future wireless HetNets: Techniques, challenges, and research directions

A Alwarafy, M Abdallah, BS Çiftler… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
Next generation wireless networks are expected to be extremely complex due to their
massive heterogeneity in terms of the types of network architectures they incorporate, the …

Robust max-min energy efficiency for RIS-aided HetNets with distortion noises

Y Xu, H Xie, Q Wu, C Huang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The energy efficiency (EE) of femtocells is always limited by the surrounding radio
environments in heterogeneous networks (HetNets), such as walls and obstacles. In this …

Energy-efficiency schemes for base stations in 5G heterogeneous networks: a systematic literature review

P Kaur, R Garg, V Kukreja - Telecommunication Systems, 2023 - Springer
In today's 5G era, the energy efficiency (EE) of cellular base stations is crucial for
sustainable communication. Recognizing this, Mobile Network Operators are actively …

面向零功耗物联网的反向散射通信综述

张晓茜, 徐勇军 - 通信学报, 2022 - infocomm-journal.com
物联网能够提升人们的生活质量, 但同时带来能量消耗剧增与网络传输拥堵的问题. 为此,
面向零功耗物联网的反向散射通信技术被提出, 分析与研究该技术的发展现状及所面临的技术 …

[PDF][PDF] 基于智能反射面辅助的无线供电通信网络鲁棒能效最大化算法

徐勇军, 高正念, 王茜竹, 周继华, 黄东 - 电子与信息学报, 2022 - researchgate.net
为了解决能量收集效率易受到障碍物阻挡和信道不确定性影响的问题, 该文提出一种基于智能
反射面(IRS) 辅助的无线供电通信网络鲁棒能效(EE) 最大化算法. 首先, 考虑最小收集能量, IRS …

An overview of simultaneous wireless information and power transfer in massive MIMO networks: A resource allocation perspective

O Alamu, TO Olwal, K Djouani - Physical Communication, 2023 - Elsevier
Providing a stable and perpetual source of energy to charge battery-powered wireless
communication devices is viewed as a major challenge in wireless communication systems …

Robust resource allocation for two-tier HetNets: An interference-efficiency perspective

Y Xu, G Gui, T Ohtsuki, H Gacanin… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
The heterogeneous network (HetNet) is a promising network for beyond 5G to improve
network capacity and spectral efficiency by developing low-power small cells within macro …

SecBoost: Secrecy-aware deep reinforcement learning based energy-efficient scheme for 5G HetNets

H Sharma, N Kumar… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this article, we propose a secrecy-aware energy-efficient scheme for a two-tier
heterogeneous network (HetNet), consisting of a sub-6 GHz macrocell and multiple …

Efficient resource allocation using distributed edge computing in D2D based 5G-HCN with network slicing

L Nadeem, Y Amin, J Loo, MA Azam, KK Chai - IEEE Access, 2021 - ieeexplore.ieee.org
Fifth Generation (5G) cellular networks aim to overcome the pressing demands posed by
dynamic Quality of Service (QoS) constraints, which have primarily remained unaddressed …

Secrecy rate maximization in THz-aided heterogeneous networks: A deep reinforcement learning approach

H Sharma, N Kumar, I Budhiraja… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Densely deployed femtocells in heterogeneous networks (HetNets) improve the quality-of-
service (QoS) and quality-of-experience (QoE) for both next-generation networks and end …