Title :
Dynamic resource allocation in LTE systems using an algorithm based on Particle Swarm Optimization and βMWM network traffic modeling
Author :
Vieira, Flavio H.T. ; Goncalves, Bruno H.P. ; Rocha, Flavio G.C. ; Lee, Luan L. ; Ferreira, Marcus V.G.
Author_Institution :
School of Electrical and Computer Engineering, Federal University of Goiás, Goiânia, GO, Brazil
Abstract :
In this paper, we propose a resource block allocation scheme for LTE systems (Long Term Evolution) in order to attain QoS requirements based on the effective bandwidth theory. To this end, first we propose an adaptive algorithm to estimate the Multifractal Wavelet Model (MWM) parameters in order to calculate the effective bandwidth for the incoming traffic flows into the system. Next, we apply a PSO (Particle Swarm Optimization) algorithm in order to decide the number of resource blocks to be allocated to each user, providing a minimum rate per user. We validate the efficiency of the proposed adaptive allocation scheme via simulations with real traffic traces.
Keywords :
Adaptation models; Bandwidth; OFDM; Optimization; Quality of service; Resource management; Throughput; LTE; Multifractal; PSO; QoS;
Conference_Titel :
Circuits & Systems (LASCAS), 2015 IEEE 6th Latin American Symposium on
Conference_Location :
Montevideo, Uruguay
DOI :
10.1109/LASCAS.2015.7250422