Overview
- Focuses on a problem of block-oriented nonlinear dynamic system identification in the presence of random disturbances
- The presented 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
- Written by experts in the field
Part of the book series: Lecture Notes in Control and Information Sciences (LNCIS, volume 454)
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Table of contents (10 chapters)
Keywords
About this book
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.
Authors and Affiliations
Bibliographic Information
Book Title: Combined Parametric-Nonparametric Identification of Block-Oriented Systems
Authors: Grzegorz Mzyk
Series Title: Lecture Notes in Control and Information Sciences
DOI: https://doi.org/10.1007/978-3-319-03596-3
Publisher: Springer Cham
eBook Packages: Engineering, Engineering (R0)
Copyright Information: Springer International Publishing Switzerland 2014
Softcover ISBN: 978-3-319-03595-6Published: 05 December 2013
eBook ISBN: 978-3-319-03596-3Published: 20 November 2013
Series ISSN: 0170-8643
Series E-ISSN: 1610-7411
Edition Number: 1
Number of Pages: XVI, 238
Number of Illustrations: 68 b/w illustrations
Topics: Control and Systems Theory, Systems Theory, Control, Applications of Nonlinear Dynamics and Chaos Theory