Abstract:
The paper deals with the information technology created for investigation of specific structures, forming turbulence in plasma, with the help of spectral analysis. The mathematical basis is the probabilistic approach using a novel bootstrap algorithm. The finite mixtures of various probability distributions are used as a basic model to describe the fine structure of chaotic processes. To find the statistical estimates of the unknown parameters of the model, specially created statistical procedures, improving the properties of the classical EM (expectation-maximization) algorithm, are included in the software. Considerable attention is devoted to the structure and general principles of software functioning. Practical results obtained in an important area of modern physics are discussed as well (e. g., identification of the number of forming processes, evaluation of several physical parameters, etc.). The vivid examples of performance of the created software are given.
Keywords:
spectrum; information technology; turbulent plasma; bootstrap; probabilistic models.
Received: 27.12.2013
Bibliographic databases:
Document Type:
Article
Language: Russian
Citation:
A. K. Gorshenin, “Information technology to research the fine structure of chaotic processes in plasma by the analysis of spectra”, Sistemy i Sredstva Inform., 24:1 (2014), 116–127
\Bibitem{Gor14}
\by A.~K.~Gorshenin
\paper Information technology to research the fine structure of chaotic processes in plasma by the analysis of spectra
\jour Sistemy i Sredstva Inform.
\yr 2014
\vol 24
\issue 1
\pages 116--127
\mathnet{http://mi.mathnet.ru/ssi332}
\crossref{https://doi.org/10.14357/08696527140107}
\elib{https://elibrary.ru/item.asp?id=21811511}
Linking options:
https://www.mathnet.ru/eng/ssi332
https://www.mathnet.ru/eng/ssi/v24/i1/p116
This publication is cited in the following 2 articles: