Identification of nonlinear systems with periodic external actions (Part III)

The article considers the problem of identifying a mathematical model in the form of a system of ordinary differential equations. The identified system can have constant and periodic coefficients. The source of information for solving the problem is time series of observed variables. The article studies the effect of uniformly distributed noise on the identification result. To solve the problem, the algorithm proposed by the author in previous works was used. It is shown that the method has different sensitivity to noise depending on which of the observed variables is contaminated with noise. The implementation of the method is illustrated by numerical examples of identifying nonlinear differential equations with polynomial right-hand sides.

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Publication Details

Journal
System research and information technologies
Published
2025-03-28
DOI
https://doi.org/10.20535/srit.2308-8893.2025.1.04
Primary Topic
Control Systems and Identification
Type
article
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article

Identification of nonlinear systems with periodic external actions (Part III)

Viktor Gorodetskyi
System research and information technologies
Control Systems and Identification
article

Identification of nonlinear systems with periodic external actions (Part III)

Viktor Gorodetskyi
article en

Abstract

The article considers the problem of identifying a mathematical model in the form of a system of ordinary differential equations. The identified system can have constant and periodic coefficients. The source of information for solving the problem is time series of observed variables. The article studies the effect of uniformly distributed noise on the identification result. To solve the problem, the algorithm proposed by the author in previous works was used. It is shown that the method has different sensitivity to noise depending on which of the observed variables is contaminated with noise. The implementation of the method is illustrated by numerical examples of identifying nonlinear differential equations with polynomial right-hand sides.

System research and information technologies(1)
National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute” (UA)
Openalex Percentile: Top 88%
Control Systems and Identification
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Identification of nonlinear systems with periodic external actions (Part III) — Viktor Gorodetskyi · System research and information technologies (2025) | TGRS Research Map | TGRS