Optimization of the Upstream Bandwidth Allocation in Passive Optical Networks Using Internet Users' Behavior Forecast

Nejm Eddine Frigui Tayeb Lemlouma 1, 2 Stephane Gosselin 3 Benoit Radier 3 Renaud Le Meur 3 Jean-Marie Bonnin 4, 5, 2
1 OCIF - Objets communicants pour l'Internet du futur
IMT Atlantique - IMT Atlantique Bretagne-Pays de la Loire, IRISA_D2 - RÉSEAUX, TÉLÉCOMMUNICATION ET SERVICES
5 EASE - Enabling Affordable Smarter Environment
Inria Rennes – Bretagne Atlantique , IRISA_D2 - RÉSEAUX, TÉLÉCOMMUNICATION ET SERVICES
Abstract : The application of classification techniques based on machine learning approaches to analyze the behavior of network users has interested many researchers in the last years. In a recent work, we have proposed an architecture for optimizing the upstream bandwidth allocation in Passive Optical Network (PON) based on the traffic pattern of each user. Clustering analysis was used in association with an assignment index calculation in order to specify for each PON user his/her upstream data transmission tendency. A dynamic adjustment of Service Level Agreement (SLA) parameters is then performed to maximize the overall customer's satisfaction with the network. In this work, we extend the proposed architecture by adding a prediction module as a complementary to the first classification phase. Grey Model GM (1,1) is used in this context to learn more about the traffic trend of users and improve their assignment. An experimental study is conducted to show the impact of the forecaster and how it can overcome the limits of the initial model.
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Communication dans un congrès
ONDM 2018 - 22nd International Conference on Optical Network Design and Modeling, May 2018, Dublin, Ireland. pp.1-6
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Contributeur : Tayeb Lemlouma <>
Soumis le : mercredi 2 mai 2018 - 14:06:22
Dernière modification le : samedi 23 juin 2018 - 01:19:33

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Nejm Eddine Frigui, Tayeb Lemlouma, Stephane Gosselin, Benoit Radier, Renaud Le Meur, et al.. Optimization of the Upstream Bandwidth Allocation in Passive Optical Networks Using Internet Users' Behavior Forecast. ONDM 2018 - 22nd International Conference on Optical Network Design and Modeling, May 2018, Dublin, Ireland. pp.1-6. 〈hal-01760252v1〉

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