Combined Parametric-Nonparametric Identification of Block-Oriented Systems

• Main Author: Mzyk, Grzegorz (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2014.
• Series: Lecture Notes in Control and Information Sciences, 454
• Subjects: Engineering.; System theory.; Statistical physics.; Control engineering.; Control.; Systems Theory, Control.; Nonlinear Dynamics.

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...

Table of Contents:

• Hammerstein system
• Wiener system
• Wiener-Hammerstein (sandwich) system
• Large-scale interconnected systems
• Structure detection and model order selection
• Time-varying systems
• Simulation studies
• Summary.