• DocumentCode
    1586757
  • Title

    A new Bayesian Model of QoS provisioning in DiffServ over MPLS networks

  • Author

    El Kamel, Abdelkader ; Eltaief, Hamdi ; Youssef, Habib

  • Author_Institution
    ISITCOM Hammem Sousse, Univ. of Sousse, Sousse, Tunisia
  • fYear
    2013
  • Firstpage
    111
  • Lastpage
    116
  • Abstract
    Natively, Multi Protocol Label Switching (MPLS) allows LSP/Tunnel setup using a round trip model. This Model consists of sending a request message, like the PATH message in the Resource Reservation Protocol(RSVP), and standing for a response message, like the RESV message in RSVP, upon which required resources are reserved. Moreover, crossed routers do not participate in flows classification according to DiffServ Model, since this classification is stringent and is driven by the ingress node at network entry. This paper proposes a new flexible one-way model of the LSP/Tunnel setup in MPLS networks which are based on the mapping of incoming requests on flows admission using a Naive Bayes model and the weighted K-nearest neighbor algorithm. The proposed model is compared to parallel solutions such as the IntServ-over-Diffserv model, the classical model using RSVP-TE and the EEAC-SV approach proposed in [12]. Simulation results show that the new model outperforms other solutions with respect to the request delay bounds and the packet dropping ratio capability, respectively.
  • Keywords
    Bayes methods; DiffServ networks; delays; multiprotocol label switching; quality of service; Bayesian model; DiffServ model; EEAC-SV approach; IntServ-over-Diffserv model; LSP-Tunnel setup; MPLS network; PATH message; QoS provisioning; RESV message; RSVP-TE; crossed routers; flow admission; flow classification; incoming request mapping; ingress node; multiprotocol label switching; naive Bayes model; network entry; packet dropping ratio; request delay bound; request message sending; resource reservation protocol; response message; round trip model; weighted K-nearest neighbor algorithm; Quality of service; Silicon; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Hybrid Intelligent Systems (HIS), 2013 13th International Conference on
  • Conference_Location
    Gammarth
  • Print_ISBN
    978-1-4799-2438-7
  • Type

    conf

  • DOI
    10.1109/HIS.2013.6920465
  • Filename
    6920465