Nonlinear System Identification by Haar Wavelets

Nonfiction, Science & Nature, Mathematics, Statistics
Cover of the book Nonlinear System Identification by Haar Wavelets by Przemysław Sliwinski, Springer Berlin Heidelberg
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Author: Przemysław Sliwinski ISBN: 9783642293962
Publisher: Springer Berlin Heidelberg Publication: October 12, 2012
Imprint: Springer Language: English
Author: Przemysław Sliwinski
ISBN: 9783642293962
Publisher: Springer Berlin Heidelberg
Publication: October 12, 2012
Imprint: Springer
Language: English

​In order to precisely model real-life systems or man-made devices, both nonlinear and dynamic properties need to be taken into account. The generic, black-box model based on Volterra and Wiener series is capable of representing fairly complicated nonlinear and dynamic interactions, however, the resulting identification algorithms are impractical, mainly due to their computational complexity. One of the alternatives offering fast identification algorithms is the block-oriented approach, in which systems of relatively simple structures are considered. The book provides nonparametric identification algorithms designed for such systems together with the description of their asymptotic and computational properties. ​ ​

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​In order to precisely model real-life systems or man-made devices, both nonlinear and dynamic properties need to be taken into account. The generic, black-box model based on Volterra and Wiener series is capable of representing fairly complicated nonlinear and dynamic interactions, however, the resulting identification algorithms are impractical, mainly due to their computational complexity. One of the alternatives offering fast identification algorithms is the block-oriented approach, in which systems of relatively simple structures are considered. The book provides nonparametric identification algorithms designed for such systems together with the description of their asymptotic and computational properties. ​ ​

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