Block-oriented Nonlinear System Identification

• Corporate Author: SpringerLink (Online service)
• Other Authors: Giri, Fouad. (Editor), Bai, Er-Wei. (Editor)
• Format: Electronic
• Language: English
• Published: London : Springer London, 2010.
• Series: Lecture Notes in Control and Information Sciences, 404
• Subjects: Engineering.; Biological models.; Biology > Mathematics.; Systems theory.; Control.; Systems Theory, Control.; Systems Biology.; Biological Networks, Systems Biology.; Mathematical Biology in General.; Automotive Engineering.
• Online Access: https://ezaccess.library.uitm.edu.my/login?url=http://dx.doi.org/10.1007/978-1-84996-513-2

Block-oriented Nonlinear System Identification deals with an area of research that has been very active since the turn of the millennium. The book makes a pedagogical and cohesive presentation of the methods developed in that time. These include: " iterative and over-parameterization techniques...

Table of Contents:

• Block-oriented Nonlinear Systems
• Nonlinear System Modelling Based on Wiener Theory
• Parametric Identification of Hammerstein: Over-parameterization Approach
• Compound Operator Decomposition and Its Application to Hammerstein and Wiener Systems
• Iterative Identification of Parametric Hammerstein
• Hammerstein System Identification
• Maximum Likelihood Estimation of Wiener Models
• Stochastic Identification of Wiener Systems
• Convergence Rate in Nonparametric and Semi-parametric Identification
• Identification of Block-oriented Systems Using the Invariance Property
• Frequency Identification of Hammerstein Systems
• Frequency Identification of Wiener Systems
• Frequency Identification of Wiener and Hammerstein Systems
• Kernel-based Methods in the Identification of WienerHammerstein Systems in Closed Loop within a Subspace Context
• Least-squares Support Vector Machine Estimation of Hammerstein Systems
• Separable Least-squares Estimation of Hammerstein with Hard Nonlinearities
• Blind Identification of Block Structures with Unknown Input
• Blind Identification of HammersteinWiener Systems
• Nonlinear Filtered-algorithm for a Class of Parallel Hammerstein Systems
• Bounded Error Identification of Hammersteini with Backlash
• Decouple Input Hammerstein System Identification
• Identification of Block-oriented System with Input Backlash
• Block-oriented Models in Biomedical/Physiological Applications
• Block-oriented Modelling in Biological Systems.