• DocumentCode
    1168741
  • Title

    New MPLS network management techniques based on adaptive learning

  • Author

    Anjali, Tricha ; Scoglio, Caterina ; De Oliveira, Jaudelice Cavalcante

  • Author_Institution
    Illinois Inst. of Technol., Chicago, IL, USA
  • Volume
    16
  • Issue
    5
  • fYear
    2005
  • Firstpage
    1242
  • Lastpage
    1255
  • Abstract
    The combined use of the differentiated services (DiffServ) and multiprotocol label switching (MPLS) technologies is envisioned to provide guaranteed quality of service (QoS) for multimedia traffic in IP networks, while effectively using network resources. These networks need to be managed adaptively to cope with the changing network conditions and provide satisfactory QoS. An efficient strategy is to map the traffic from different DiffServ classes of service on separate label switched paths (LSPs), which leads to distinct layers of MPLS networks corresponding to each DiffServ class. In this paper, three aspects of the management of such a layered MPLS network are discussed. In particular, an optimal technique for the setup of LSPs, capacity allocation of the LSPs and LSP routing are presented. The presented techniques are based on measurement of the network state to adapt the network configuration to changing traffic conditions.
  • Keywords
    DiffServ networks; IP networks; Markov processes; multimedia communication; multiprotocol label switching; telecommunication network management; telecommunication network routing; telecommunication traffic; DiffServ; IP networks; Kalman filters; LSP routing; MPLS network management; Markov decision process; QoS; adaptive learning; capacity allocation; differentiated services; label switched paths; multimedia traffic; multiprotocol label switching; network configuration; network resources; quality of service; stochastic comparison theory; Aggregates; Diffserv networks; IP networks; Multiprotocol label switching; Protocols; Quality of service; Routing; Stochastic processes; Telecommunication traffic; Tellurium; Adaptive learning; Kalman filter; Markov decision process; differentiated services multiprotocol label switching (DiffServ/MPLS) networks; network measurement; stochastic comparison theory; Algorithms; Artificial Intelligence; Computer Simulation; Information Storage and Retrieval; Internet; Models, Statistical; Pattern Recognition, Automated; Signal Processing, Computer-Assisted; Telecommunications;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/TNN.2005.853428
  • Filename
    1510723