TRAWL – A Traffic Route Adapted Weighted Learning Algorithm

Abstract : Media Independent Handover (MIH) is an emerging standard which supports the communication of network-critical events to upper layer mobility protocols. One of the key features of MIH is the event service, which supports predictive network degradation events that are triggered based on link layer metrics. For set route vehicles, the constrained nature of movement enables a degree of network performance prediction. We propose to capture this performance predictability through a Traffic Route Adapted Weighted Learning (TRAWL) algorithm. TRAWL is a feed forward neural network whose output layer is configurable for both homogeneous and heterogeneous networks. TRAWL uses an unsupervised back propagation learning mechanism, which captures predictable network behavior while also considering dynamic performance characteristics. We evaluate the performance of TRAWL using a commercial metropolitan heterogeneous network. We show that TRAWL has significant performance improvements over existing MIH link triggering mechanisms.
Type de document :
Communication dans un congrès
Xavier Masip-Bruin; Dominique Verchere; Vassilis Tsaoussidis; Marcelo Yannuzzi. 9th Wired/Wireless Internet Communications (WWIC), Jun 2011, Vilanova i la Geltrú, Spain. Springer, Lecture Notes in Computer Science, LNCS-6649, pp.1-14, 2011, Wired/Wireless Internet Communications. 〈10.1007/978-3-642-21560-5_1〉
Liste complète des métadonnées

Littérature citée [23 références]  Voir  Masquer  Télécharger

https://hal.inria.fr/hal-01583661
Contributeur : Hal Ifip <>
Soumis le : jeudi 7 septembre 2017 - 16:26:15
Dernière modification le : jeudi 4 janvier 2018 - 14:06:01

Fichier

978-3-642-21560-5_1_Chapter.pd...
Fichiers produits par l'(les) auteur(s)

Licence


Distributed under a Creative Commons Paternité 4.0 International License

Identifiants

Citation

Enda Fallon, Liam Murphy, John Murphy, Chi Ma. TRAWL – A Traffic Route Adapted Weighted Learning Algorithm. Xavier Masip-Bruin; Dominique Verchere; Vassilis Tsaoussidis; Marcelo Yannuzzi. 9th Wired/Wireless Internet Communications (WWIC), Jun 2011, Vilanova i la Geltrú, Spain. Springer, Lecture Notes in Computer Science, LNCS-6649, pp.1-14, 2011, Wired/Wireless Internet Communications. 〈10.1007/978-3-642-21560-5_1〉. 〈hal-01583661〉

Partager

Métriques

Consultations de la notice

137

Téléchargements de fichiers

27