Call Admission Control for Multimedia Cellular Networks Using Neuro-Dynamic Programming

Sidi-Mohammed Senouci 1 André-Luc Beylot Guy Pujolle 1
1 RP - Réseaux et Performance
LIP6 - Laboratoire d'Informatique de Paris 6
Abstract : We consider, in this paper, the call admission control (CAC) problem in a multimedia cellular network that handles several classes of traffic with different resource requirements. The problem is formulated as a Semi-Markov Decision Process (SMDP) problem. It is too complex to allow for an exact solution for this problem, so, we use a real-time neuro-dynamic programming (NDP) [Reinforcement Learning (RL)] algorithm to construct a dynamic call admission control policy. A broad set of experiments shows the robustness of our policies compared to the classical solutions such as Guard Channel. Channels could be frequencies, time slots or codes depending on the radio access technique.
Type de document :
Communication dans un congrès
Networking 2002, May 2002, Pisa, Italy. Springer, Networking 2002, 2345, pp.1208-1213, Lecture Notes in Computer Science
Liste complète des métadonnées

https://hal.archives-ouvertes.fr/hal-01539426
Contributeur : Lip6 Publications <>
Soumis le : mercredi 14 juin 2017 - 17:56:53
Dernière modification le : jeudi 14 février 2019 - 15:52:03

Identifiants

  • HAL Id : hal-01539426, version 1

Collections

Citation

Sidi-Mohammed Senouci, André-Luc Beylot, Guy Pujolle. Call Admission Control for Multimedia Cellular Networks Using Neuro-Dynamic Programming. Networking 2002, May 2002, Pisa, Italy. Springer, Networking 2002, 2345, pp.1208-1213, Lecture Notes in Computer Science. 〈hal-01539426〉

Partager

Métriques

Consultations de la notice

50