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
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