• DocumentCode
    104501
  • Title

    Utility based framework for optimal network measurement

  • Author

    Parker, Ben M. ; Gilmour, Steven G. ; Schormans, John

  • Author_Institution
    Southampton Stat. Sci. Res. Inst., Univ. of Southampton, Southampton, UK
  • Volume
    4
  • Issue
    1
  • fYear
    2015
  • fDate
    1 2015
  • Firstpage
    10
  • Lastpage
    20
  • Abstract
    Packet level measurement is now routinely used to evaluate the loss and delay performance of broadband networks. In active measurement, probe packets provide samples of the loss and delay and from these samples the performance of the traffic as a whole can be deduced. However this is prone to errors: inaccuracy due to taking insufficient samples, self-interference due to injecting too many probe packets, and possible sample-correlation induced bias. In this paper we consider the optimisation of probing rate by treating all measurements as numerical experiments which can be optimally designed by using the statistical principles of design of experiments. We develop an analytical technique that quantifies an overall utility function associated with: (i) the disruption caused per probe packet, (ii) the bias and (iii) the variance as a function of the probing (sampling) rate. Our numerical results show that the optimal probing rate depends strongly on what parameter the network engineer seeks to measure.
  • Keywords
    broadband networks; correlation methods; design of experiments; measurement systems; utility theory; active measurement; analytical technique; broadband networks; delay performance; design of experiments; loss performance; optimal network measurement; optimal probing rate; packet level measurement; probe packets; sample-correlation induced bias; sampling rate; self-interference; statistical principles; utility based framework;
  • fLanguage
    English
  • Journal_Title
    Networks, IET
  • Publisher
    iet
  • ISSN
    2047-4954
  • Type

    jour

  • DOI
    10.1049/iet-net.2013.0014
  • Filename
    6994381