Title :
An Artificial Neural Network Approach for Mechanisms of Call Admission Control in UMTS 3G Networks
Author :
Ribeiro, A.I. ; Duarte-Figueiredo, Fátima ; Novy, Gabriel ; Storck, Carlos ; Dias, Sérgio M. ; Zarate, Luis E.
Author_Institution :
Informatic Inst., Pontifical Catholic Univ. of Minas Gerais, Belo Horizonte
Abstract :
CAC-RD (call admission control based on reservation and diagnosis) [1] is call admission control (CAC) for UMTS (universal mobile terrestrial system) 3G networks. It is based on two schemes: channel reservation and network diagnosis. When compared to other CAC mechanisms, CAC-RD can guarantee network availability, reducing priority classes blocking and guarantying some network QoS requirements. Due to computational resource limits, simulations cannot answer related to admission control in big networks with thousands of users. This work presents a method to extrapolate scientific questions like CAC´s behavior with thousands of users and many antennas. An artificial neural network (ANN) approach for CAC-RD in UMTS 3G networks is presented. Its main goal is ANN training with the CAC-RD behavior. It is expected that the ANN can answer questions related to real cellular 3G networks admission control.
Keywords :
3G mobile communication; learning (artificial intelligence); neural nets; quality of service; telecommunication computing; telecommunication congestion control; wireless channels; CAC-RD; UMTS 3G network; antenna; artificial neural network training; call admission control; cellular 3G networks admission control; channel reservation; network QoS requirement; network diagnosis; universal mobile terrestrial system; 3G mobile communication; Admission control; Artificial neural networks; Availability; Bandwidth; Call admission control; Communication system traffic control; Computer networks; Quality of service; Resource management; 3G networks; QoS; UMTS; admission control; neural networks; simulations;
Conference_Titel :
Hybrid Intelligent Systems, 2008. HIS '08. Eighth International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-0-7695-3326-1
Electronic_ISBN :
978-0-7695-3326-1
DOI :
10.1109/HIS.2008.39