Nonparametric System Identification free ebook download.

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Nonparametric System Identification free ebook download

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Mathematics

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Author(s):	Wlodzimierz Greblicki

Date:	2008-06-16	Format:	pdf	Language:	English	ISBN/ASIN:	0521868041
Pages:	400	OCR:		Quality:		ISBN13:	9780521868044
Uploader:	tvladb77	Upload Date:	7/13/2020 9:17:42 PM

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Presenting a thorough overview of the theoretical foundations of non-parametric system identification for nonlinear block-oriented systems, this books shows that non-parametric regression can be successfully applied to system identification, and it highlights the achievements in doing so. With emphasis on Hammerstein, Wiener systems, and their multidimensional extensions, the authors show how to identify nonlinear subsystems and their characteristics when limited information exists. Algorithms using trigonometric, Legendre, Laguerre, and Hermite series are investigated, and the kernel algorithm, its semirecursive versions, and fully recursive modifications are covered. The theories of modern non-parametric regression, approximation, and orthogonal expansions, along with new approaches to system identification (including semiparametric identification), are provided. Detailed information about all tools used is provided in the appendices. This book is for researchers and practitioners in systems theory, signal processing, and communications and will appeal to researchers in fields like mechanics, economics, and biology, where experimental data are used to obtain models of systems.

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Tags: Identification Nonparametric System

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