Combined Parametric-Nonparametric Identification of Block-Oriented Systems

This book considers a problem of block-oriented nonlinear dynamic system identification in the presence of random disturbances. This class of systems includes various interconnections of linear dynamic blocks and static nonlinear elements, e.g., Hammerstein system, Wiener system, Wiener-Hammerstein...

Descripción completa

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Mzyk, Grzegorz (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cham : Springer International Publishing : Imprint: Springer, 2014.
Edición:1st ed. 2014.
Colección:Lecture Notes in Control and Information Sciences, 454
Temas:
Control engineering.
System theory.
Control theory.
Nonlinear Optics.
Control and Systems Theory.
Systems Theory, Control .
Acceso en línea:Texto Completo

MARC

LEADER 00000nam a22000005i 4500
001 978-3-319-03596-3
003 DE-He213
005 20220118233027.0
007 cr nn 008mamaa
008 131120s2014 sz | s |||| 0|eng d
020 |a 9783319035963  |9 978-3-319-03596-3 
024 7 |a 10.1007/978-3-319-03596-3  |2 doi 
050 4 |a TJ212-225 
072 7 |a TJFM  |2 bicssc 
072 7 |a GPFC  |2 bicssc 
072 7 |a TEC004000  |2 bisacsh 
072 7 |a TJFM  |2 thema 
082 0 4 |a 629.8312  |2 23 
082 0 4 |a 003  |2 23 
100 1 |a Mzyk, Grzegorz.  |e author.  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
245 1 0 |a Combined Parametric-Nonparametric Identification of Block-Oriented Systems  |h [electronic resource] /  |c by Grzegorz Mzyk. 
250 |a 1st ed. 2014. 
264 1 |a Cham :  |b Springer International Publishing :  |b Imprint: Springer,  |c 2014. 
300 |a XVI, 238 p. 68 illus.  |b online resource. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
347 |a text file  |b PDF  |2 rda 
490 1 |a Lecture Notes in Control and Information Sciences,  |x 1610-7411 ;  |v 454 
505 0 |a Hammerstein system -- Wiener system -- Wiener-Hammerstein (sandwich) system -- Large-scale interconnected systems -- Structure detection and model order selection -- Time-varying systems -- Simulation studies -- Summary. 
520 |a This book considers a problem of block-oriented nonlinear dynamic system identification in the presence of random disturbances. This class of systems includes various interconnections of linear dynamic blocks and static nonlinear elements, e.g., Hammerstein system, Wiener system, Wiener-Hammerstein ("sandwich") system and additive NARMAX systems with feedback. Interconnecting signals are not accessible for measurement. The combined parametric-nonparametric algorithms, proposed in the book, can be selected dependently on the prior knowledge of the system and signals. Most of them are based on the decomposition of the complex system identification task into simpler local sub-problems by using non-parametric (kernel or orthogonal) regression estimation. In the parametric stage, the generalized least squares or the instrumental variables technique is commonly applied to cope with correlated excitations. Limit properties of the algorithms have been shown analytically and illustrated in simple experiments. 
650 0 |a Control engineering. 
650 0 |a System theory. 
650 0 |a Control theory. 
650 0 |a Nonlinear Optics. 
650 1 4 |a Control and Systems Theory. 
650 2 4 |a Systems Theory, Control . 
650 2 4 |a Nonlinear Optics. 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer Nature eBook 
776 0 8 |i Printed edition:  |z 9783319035970 
776 0 8 |i Printed edition:  |z 9783319035956 
830 0 |a Lecture Notes in Control and Information Sciences,  |x 1610-7411 ;  |v 454 
856 4 0 |u https://doi.uam.elogim.com/10.1007/978-3-319-03596-3  |z Texto Completo 
912 |a ZDB-2-ENG 
912 |a ZDB-2-SXE 
912 |a ZDB-2-LNI 
950 |a Engineering (SpringerNature-11647) 
950 |a Engineering (R0) (SpringerNature-43712) 

Ejemplares similares