Skip to Main content Skip to Navigation
Conference papers

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.
Document type :
Conference papers
Complete list of metadata

https://hal.archives-ouvertes.fr/hal-01539426
Contributor : Lip6 Publications <>
Submitted on : Wednesday, June 14, 2017 - 5:56:53 PM
Last modification on : Friday, January 8, 2021 - 5:48:02 PM

Identifiers

  • HAL Id : hal-01539426, version 1

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. pp.1208-1213. ⟨hal-01539426⟩

Share

Metrics

Record views

91