Block-oriented Nonlinear System Identification

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Giri, Fouad (Επιμελητής έκδοσης), Bai, Er-Wei (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: London : Springer London, 2010.
• Σειρά: Lecture Notes in Control and Information Sciences, 404
• Θέματα: Engineering.; Life sciences.; Systems biology.; Applied mathematics.; Engineering mathematics.; System theory.; Biological systems.; Control engineering.; Control.; Life Sciences, general.; Applications of Mathematics.; Systems Theory, Control.; Systems Biology.; Biological Networks, Systems Biology.

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; • s...

Πίνακας περιεχομένων:

• Block-oriented Nonlinear Models
• to Block-oriented Nonlinear Systems
• Nonlinear System Modelling and Analysis from the Volterra and Wiener Perspective
• Iterative and Overparameterization Methods
• An Optimal Two-stage Identification Algorithm for Hammerstein–Wiener Nonlinear Systems
• Compound Operator Decomposition and Its Application to Hammerstein and Wiener Systems
• Iterative Identification of Hammerstein Systems
• Stochastic Methods
• Recursive Identification for Stochastic Hammerstein Systems
• Wiener System Identification Using the Maximum Likelihood Method
• Parametric Versus Nonparametric Approach to Wiener Systems Identification
• Identification of Block-oriented Systems: Nonparametric and Semiparametric Inference
• Identification of Block-oriented Systems Using the Invariance Property
• Frequency Methods
• Frequency Domain Identification of Hammerstein Models
• Frequency Identification of Nonparametric Wiener Systems
• Identification of Wiener–Hammerstein Systems Using the Best Linear Approximation
• SVM, Subspace and Separable Least-squares
• Subspace Identification of Hammerstein–Wiener Systems Operating in Closed-loop
• NARX Identification of Hammerstein Systems Using Least-Squares Support Vector Machines
• Identification of Linear Systems with Hard Input Nonlinearities of Known Structure
• Blind Methods
• Blind Maximum-likelihood Identification of Wiener and Hammerstein Nonlinear Block Structures
• A Blind Approach to Identification of Hammerstein Systems
• A Blind Approach to the Hammerstein-Wiener Model Identification
• Decoupling Inputs and Bounded Error Methods
• Decoupling the Linear and Nonlinear Parts in Hammerstein Model Identification
• Hammerstein System Identification in Presence of Hard Memory Nonlinearities
• Bounded Error Identification of Hammerstein Systems with Backlash
• Application of Block-oriented Models
• Block Structured Modelling in the Study of the Stretch Reflex
• Application of Block-oriented System Identification to Modelling Paralysed Muscle Under Electrical Stimulation.