• DocumentCode
    597483
  • Title

    A two-phase MAP fitting method with APH interarrival time distribution

  • Author

    Meszaros, A. ; Telek, M.

  • Author_Institution
    Budapest Univ. of Technol. & Econ., Budapest, Hungary
  • fYear
    2012
  • fDate
    9-12 Dec. 2012
  • Firstpage
    1
  • Lastpage
    12
  • Abstract
    Markov arrival processes (MAPs) are used extensively in traffic modeling. Consequently a wide variety of fitting procedures have been developed. Most of these however are computationally demanding or not general enough. To resolve this problem, two-step procedures of a specific type have been made, which fit a phase-type distribution (PH) to static parameters in the first step, and extend it to a MAP in the second while fitting dynamic parameters. Their general weakness is that the first step often restricts the attainable range of dynamic parameters. In our paper we present a method, that aims at providing a good starting point for the second step, by optimizing the representation of the PH that was produced by the first step.
  • Keywords
    Markov processes; optimisation; statistical distributions; telecommunication traffic; APH interarrival time distribution; Markov arrival processes; PH presentation optimization; fitting procedures; phase-type distribution; traffic modeling; two-phase MAP fitting method; two-step procedures; Correlation; Generators; Joints; Markov processes; Optimization methods; Steady-state; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference (WSC), Proceedings of the 2012 Winter
  • Conference_Location
    Berlin
  • ISSN
    0891-7736
  • Print_ISBN
    978-1-4673-4779-2
  • Electronic_ISBN
    0891-7736
  • Type

    conf

  • DOI
    10.1109/WSC.2012.6465300
  • Filename
    6465300