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Preprints of the Keldysh Institute of Applied Mathematics, 2018, 154, 30 pp.
DOI: https://doi.org/10.20948/prepr-2018-154
(Mi ipmp2513)
 

This article is cited in 1 scientific paper (total in 1 paper)

On the application of the dynamic mode decomposition in problems of computational fluid dynamics

A. K. Alekseev, A. E. Bondarev
References:
Abstract: The Dynamic mode decomposition (DMD) method is an algorithm for searching for an evolution operator (inverse operator problem solutions) in a finite-dimensional problem solution space (numerical or experimentally obtained) in a set of solutions (slices, 'snapshots') in some consecutive moments of time. Expansion of the phase space due to the use of a nonlinear basis (relative to the variables of the problem) allows us to construct a global linear operator describing a linear evolution in the extended 'rectifying space' (the Coopman operator) and the Perron–Frobenius operator that is its adjoint one. The DMD method is equivalent to a compressed representation of a linear evolution operator in the form of a product of rectangular matrices, which provides significant savings in the required memory during calculations. The main properties and possibilities of the DMD method are considered. The results of DMD application to nonlinear nonstationary two-dimensional flow of compressible inviscid gas are presented.
Keywords: dynamic mode decomposition, Coopman operator, Perron–Frobenius operator, Euler equations.
Funding agency Grant number
Russian Science Foundation 18-11-00215
Bibliographic databases:
Document Type: Preprint
Language: Russian
Citation: A. K. Alekseev, A. E. Bondarev, “On the application of the dynamic mode decomposition in problems of computational fluid dynamics”, Keldysh Institute preprints, 2018, 154, 30 pp.
Citation in format AMSBIB
\Bibitem{AleBon18}
\by A.~K.~Alekseev, A.~E.~Bondarev
\paper On the application of the dynamic mode decomposition in problems of computational fluid dynamics
\jour Keldysh Institute preprints
\yr 2018
\papernumber 154
\totalpages 30
\mathnet{http://mi.mathnet.ru/ipmp2513}
\crossref{https://doi.org/10.20948/prepr-2018-154}
\elib{https://elibrary.ru/item.asp?id=35344307}
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  • https://www.mathnet.ru/eng/ipmp/y2018/p154
  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Препринты Института прикладной математики им. М. В. Келдыша РАН
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    References:36
     
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