• DocumentCode
    3663750
  • Title

    Estimation of correlated flows from link measurements

  • Author

    Mariusz Kamola

  • Author_Institution
    NASK —
  • fYear
    2015
  • Firstpage
    272
  • Lastpage
    277
  • Abstract
    The real network traffic characteristics makes it difficult to estimate origin-destination flows only from statistics for routers´ interfaces. The presented approach, based on passively measured link traffic statistical properties, estimates the flows, allowing for flow interdependence and seasonality. Rescaled profile of the total daily traffic in the network is used to compensate deterministic component of flows, before the proper estimation takes place. For adequate identification of the residual flows, it is assumed that they are mixtures of a number of independent random processes, whose parameters are to be identified along with the mixing coefficients. The results obtained for real traffic in Abilene network are promising, and indicate that data preprocessing and application of correct optimization routines are of importance for further research.
  • Keywords
    "Optimization","Estimation","Correlation","Routing","Quality of service","Acceleration","Stochastic processes"
  • Publisher
    ieee
  • Conference_Titel
    Methods and Models in Automation and Robotics (MMAR), 2015 20th International Conference on
  • Type

    conf

  • DOI
    10.1109/MMAR.2015.7283886
  • Filename
    7283886