Distributed DRL-based downlink power allocation for hybrid RF/VLC networks

BS Ciftler, A Alwarafy, M Abdallah - IEEE Photonics Journal, 2021 - ieeexplore.ieee.org
Hybrid radio frequency (RF) and visible light communication (VLC) networks can provide
high throughput and energy efficiency with VLC access points (APs) while ensuring …

DQN-based multi-user power allocation for hybrid RF/VLC networks

BS Ciftler, M Abdallah, A Alwarafy… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
In this paper, a Deep Q-Network (DQN) based multi-agent multi-user power allocation
algorithm is proposed for hybrid networks composed of radio frequency (RF) and visible light …

Deep Q-network learning based downlink resource allocation for hybrid RF/VLC systems

S Shrivastava, B Chen, C Chen, H Wang, M Dai - IEEE Access, 2020 - ieeexplore.ieee.org
Developing high data rate systems to meet the requirements of fifth generation mobile
systems has become crucial. Hybrid radio frequency/visible light communication (RF/VLC) …

Adaptive network resource optimization for heterogeneous VLC/RF wireless networks

W Wu, F Zhou, Q Yang - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Deploying a radio frequency (RF) access point (AP) to the visible light communication (VLC)
system is a promising strategy to overcome the VLC's limitations, such as limited coverage …

Intelligent resource allocations for IRS-assisted OFDM communications: a hybrid MDQN-DDPG approach

W Wu, F Yang, F Zhou, H Hu, Q Wu, RQ Hu - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we study the resource allocation problem for an intelligent reflecting surface
(IRS)-assisted OFDM system. The system sum rate maximization framework is formulated by …

Q-learning based two-timescale power allocation for multi-homing hybrid RF/VLC networks

J Kong, ZY Wu, M Ismail, E Serpedin… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
This letter investigates hybrid networks composed of a radio frequency (RF) access point
(AP) and multiple visible light communication (VLC) APs. We consider mobile multi-homing …

VLC and D2D heterogeneous network optimization: A reinforcement learning approach based on equilibrium problems with equilibrium constraints

N Raveendran, H Zhang, D Niyato… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
The radio frequency spectrum crunch has triggered the harnessing of other sources of
bandwidth, for which visible light is a promising candidate. Even though visible light …

Optimal WDM power allocation via deep learning for radio on free space optics systems

Z Gao, M Eisen, A Ribeiro - 2019 IEEE Global Communications …, 2019 - ieeexplore.ieee.org
Radio on Free Space Optics (RoFSO), as a universal platform for heterogeneous wireless
services, is able to transmit multiple radio frequency signals at high rates in free space …

Coalitional games based resource allocation for D2D uplink underlaying hybrid VLC-RF networks

S Huang, G Chuai, W Gao - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Device-to-Device (D2D) communication combining visible light communication (VLC) with
radio frequency (RF) is a promising paradigm for future high-speed indoor wireless …

Resource allocation for joint energy and spectral efficiency in cloud radio access network based on deep reinforcement learning

A Iqbal, ML Tham, YC Chang - Transactions on Emerging …, 2022 - Wiley Online Library
The rapid increase of user data traffic demand has promoted the telecommunication sector
toward adopting a new generation, that is, fifth‐generation (5G). Cloud radio access network …