Open AccessTransmission rate Optimization by dynamic resource allocation algorithm for RF/VLC heterogeneous networks
Author(s) -
Ruimin Gao,
Ping Wang,
Jingyu Wang,
Ting Yang,
Huili Shi,
Zhao Wang,
Sihui Chi,
Hui Che,
Lixin Guo
Publication year - 2021
Publication title -
optics express
Language(s) - Uncategorized
Resource type - Journals
SCImago Journal Rank - 1.394
H-Index - 271
ISSN - 1094-4087
DOI - 10.1364/oe.433392
Subject(s) - visible light communication , computer science , resource allocation , transmission (telecommunications) , convex optimization , mathematical optimization , convexity , optimization problem , algorithm , transmitter power output , radio frequency , bandwidth (computing) , lyapunov optimization , transmitter , telecommunications , regular polygon , computer network , mathematics , optics , lyapunov exponent , channel (broadcasting) , physics , geometry , light emitting diode , financial economics , economics , lyapunov redesign , artificial intelligence , chaotic
In this work, a dynamic resource allocation (DRA) algorithm is proposed to optimize the transmission rate subject to the access point assignment, bandwidth and transmit power allocation in RF/VLC heterogeneous networks, which combines the visible light communication (VLC) access point (AP) and radio frequency (RF) AP. To optimize the allocation among resource block (RB), subchannel and power, the time-average transmission rate is maximized under time-average transmit power budget. Specifically, the time-average optimization problem is converted into series of single timeslot online problem by Lyapunov optimization technique. Because of its complexity and non-convexity, the problem is decomposed into three independent subproblems for which a non-iterative solution is presented on the basis of Lagrange relaxation and convex optimization theory. Numerical simulations are conducted to demonstrate the effectiveness of the proposed DRA algorithm. And the comparisons with two classical algorithms are also given in terms of transmission rate and system stability. This work will benefit the design and development of hybrid RF/VLC system.