• DocumentCode
    3634025
  • Title

    Data source statistics modeling based on measured packet traffic: A case study of protocol algorithm and analytical transformation approach

  • Author

    Žarko Čučej;Matjaž Fras

  • Author_Institution
    University of Maribor, Faculty of Electrical Engineering and Computer Science, Smetanova ulica 17, Maribor, 2000, Slovenia
  • fYear
    2009
  • Firstpage
    55
  • Lastpage
    64
  • Abstract
    For determination of data sources statistics based on measured packet network traffic many methods and special - consequently expensive - instruments exist. In the searching for alternative, cheaper and simpler solutions, we studied two methods based on packet network traffic measurement by simple sniffers and transforation of captured packet traffic into data sources statistics. We studied two types of algorithms. First group is based on mimic of defragmentation procedure, where algorithms are similar to well known defragmentation protocols. The second group is based on mimic of fragmentation procedure, where we developed new algorithms for identification of probability density function of data sources and new methods for estimation of their parameters. Since we discovered that the estimation heavily depends on measurement of statistical deviations between theoretical and empirical packet size histograms, we have modified ?2 test by weight function, which considers the packet length on deviation measure. With this we have achieved better convergency of the developed algorithm. In research we have considered TCP/IP protocol stack and fragmentation/ defragmentation procedures according to RFC 793. Theoretical results are confirmed by numerous experimental tests. The main research and development results are summarized and analyzed.
  • Keywords
    "Statistical analysis","Traffic control","Protocols","Algorithm design and analysis","Telecommunication traffic","Statistics","Length measurement","Size measurement","Testing","Instruments"
  • Publisher
    ieee
  • Conference_Titel
    Telecommunication in Modern Satellite, Cable, and Broadcasting Services, 2009. TELSIKS ´09. 9th International Conference on
  • Print_ISBN
    978-1-4244-4382-6
  • Type

    conf

  • DOI
    10.1109/TELSKS.2009.5339409
  • Filename
    5339409