Title :
An approximate dynamic programming approach to admission control in WCDMA networks
Author :
Pietrabissa, Antonio ; Borza, Daniele Anticoli
Author_Institution :
¿Dipartimento di Informatica e Sistemistica¿ of the Univ. of Rome ¿La Sapienza¿, via Eudossiana 18, 00184, Italy
Abstract :
This paper presents a Connection Admission Control (CAC) algorithm for Wide-CDMA (WCDMA) networks based on an Approximate Dynamic Programming (ADP) approach: the network is modeled as a Markov Decision Process (MDP), and ADP algorithms are used to compute the optimal admission policy. Two innovative concept are introduced: i) by formulating the problem as a linear programming problem, the blocking probabilities of the different classes of service supported by the network are controlled by appropriately modifying the reward function; ii) on the ground of practical considerations on the CAC problem, a restricted structure policy is determined, based on the reduction of the action space for low load conditions. Numerical simulation results show the effectiveness of the approach.
Keywords :
3G mobile communication; Admission control; Computer architecture; Computer networks; Dynamic programming; Linear programming; Multiaccess communication; Neural networks; Quality of service; Telecommunication traffic;
Conference_Titel :
Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, 2006 IEEE
Conference_Location :
Munich, Germany
Print_ISBN :
0-7803-9797-5
Electronic_ISBN :
0-7803-9797-5
DOI :
10.1109/CACSD-CCA-ISIC.2006.4776962