Lecture Notes in Control and Information Sciences

Combined Parametric-Nonparametric Identification of Block-Oriented Systems

Authors: Mzyk, Grzegorz

  • 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
see more benefits

Buy this book

eBook $84.99
price for USA (gross)
  • ISBN 978-3-319-03596-3
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $109.00
price for USA
  • ISBN 978-3-319-03595-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Rent the ebook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
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.

Table of contents (10 chapters)

Buy this book

eBook $84.99
price for USA (gross)
  • ISBN 978-3-319-03596-3
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $109.00
price for USA
  • ISBN 978-3-319-03595-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Rent the ebook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
Loading...

Recommended for you

Loading...

Bibliographic Information

Bibliographic Information
Book Title
Combined Parametric-Nonparametric Identification of Block-Oriented Systems
Authors
Series Title
Lecture Notes in Control and Information Sciences
Series Volume
454
Copyright
2014
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-03596-3
DOI
10.1007/978-3-319-03596-3
Softcover ISBN
978-3-319-03595-6
Series ISSN
0170-8643
Edition Number
1
Number of Pages
XVI, 238
Number of Illustrations and Tables
68 b/w illustrations
Topics