Vestnik of Astrakhan State Technical University. Series: Management, Computer Sciences and Informatics
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Vestnik of Astrakhan State Technical University. Series: Management, Computer Sciences and Informatics, 2012, Number 1, Pages 91–96 (Mi vagtu38)  

This article is cited in 2 scientific papers (total in 2 papers)

COMPUTER SOFTWARE AND COMPUTING EQUIPMENT

Algorithms of fractal time-series analysis of a sensor network

V. Yu. Aksenov, V. N. Dmitriev

Astrakhan State Technical University
Full-text PDF (421 kB) Citations (2)
References:
Abstract: It is experimentally proved that the time series of the data received from sensors of the sensor network possess fractal properties (self-similarity, self-affinity, fractal dimensionality), that gives the chance to predict their dynamics, to reveal the latent correlations, cycles, etc. Algorithms of the fractal analysis, such as DFA method, correlation analysis, Fano’s factor, Hurst's index have shown a high level of statistical correlation of the traffic transiting through a router of a sensor network which accepted data from sensors with different periodicity of inquiry on long time slots. The considered example has shown a high persistent process that, in particular, testifies to the general tendency of magnification of the traffic. The analysis of self-similarity of the traffic of each sensor can be used as a technology for forecasting realization.
Keywords: time series of the data, fractal analysis, DFA method, correlation, Fano’s factor, Hurst's index, a touch network, traffic, self-similarity, forecasting.
Received: 15.12.2011
Document Type: Article
UDC: 519.246.8:519.254
Language: Russian
Citation: V. Yu. Aksenov, V. N. Dmitriev, “Algorithms of fractal time-series analysis of a sensor network”, Vestn. Astrakhan State Technical Univ. Ser. Management, Computer Sciences and Informatics, 2012, no. 1, 91–96
Citation in format AMSBIB
\Bibitem{AksDmi12}
\by V.~Yu.~Aksenov, V.~N.~Dmitriev
\paper Algorithms of fractal time-series analysis of a sensor network
\jour Vestn. Astrakhan State Technical Univ. Ser. Management, Computer Sciences and Informatics
\yr 2012
\issue 1
\pages 91--96
\mathnet{http://mi.mathnet.ru/vagtu38}
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  • https://www.mathnet.ru/eng/vagtu/y2012/i1/p91
  • This publication is cited in the following 2 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Вестник Астраханского государственного технического университета. Серия: Управление, вычислительная техника и информатика
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    Abstract page:765
    Full-text PDF :331
    References:55
    First page:1
     
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