Well-Posed Identification of Nuclear Type Infinite and Multidimentional Systems

The purpose of research is to establish and study conditions, that define when system identification problems are well-posed and when solutions become unstable and therefore practically unfit for parametric-structural identification on the base of description in the form of infinite expansions. Resu...

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Bibliographic Details
Date:2014
Main Authors: Gubarev, V.F., Gummel, A.V., Melnichuk, S.V.
Format: Article
Language:English
Published: Міжнародний науково-навчальний центр інформаційних технологій і систем НАН України та МОН України 2014
Series:Кибернетика и вычислительная техника
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Online Access:https://nasplib.isofts.kiev.ua/handle/123456789/84521
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Journal Title:Digital Library of Periodicals of National Academy of Sciences of Ukraine
Cite this:Well-Posed Identification of Nuclear Type Infinite and Multidimentional Systems / V.F. Gubarev, A.V. Gummel, S.V. Melnichuk // Кибернетика и вычислительная техника. — 2014. — Вип. 177. — С. 5-15. — Бібліогр.: 10 назв. — англ.

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Digital Library of Periodicals of National Academy of Sciences of Ukraine
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Summary:The purpose of research is to establish and study conditions, that define when system identification problems are well-posed and when solutions become unstable and therefore practically unfit for parametric-structural identification on the base of description in the form of infinite expansions. Results: It was shown that solution high sensitivity is associated with illconditioned matrices that are used to estimate the coefficients of the model. For finite-frequency and subspace identification methods it was demonstrated that depending on the ratio of the input data error and the condition number of matrix the solution of identification problem can be both stable and unstable.