• DocumentCode
    3382950
  • Title

    Adaptive packet sampling method based on the prediction of availability using exponential smoothing

  • Author

    Wang, Jingfu ; Li, Ruiying ; Ren, Wuyue

  • Author_Institution
    School of Reliability and Systems Engineering, Beihang University, Beijing 100191 China
  • fYear
    2013
  • fDate
    23-25 March 2013
  • Firstpage
    632
  • Lastpage
    635
  • Abstract
    In order to improve the accuracy of sampling and reduce resource consumption in network availability testing, a new kind of adaptive sampling method is proposed in this paper. It adjusts sampling probability over time according to network condition. Its basic sampling method is simple random sampling. The network availability is predicted based on exponential smoothing method. Comparing the measured value of availability with the predicted one, we can decide whether the sampling parameter now used is suitable for the network condition. A liner rule is advanced to decide how to adjust the sampling probability over time. Taking the tactical Internet as an example, efficiency of this sampling method is compared with that of simply random sampling. The result shows that the accuracy of the sampling method is higher than simply random sampling when the size of sample is equal, and the result would be more obvious when traffic burst occurs.
  • Keywords
    Accuracy; Adaptive systems; Availability; Internet; Sampling methods; Smoothing methods; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Science and Technology (ICIST), 2013 International Conference on
  • Conference_Location
    Yangzhou
  • Print_ISBN
    978-1-4673-5137-9
  • Type

    conf

  • DOI
    10.1109/ICIST.2013.6747627
  • Filename
    6747627