Block-oriented Nonlinear System Identification - Giri, Fouad; Bai, Er-Wei.; SpringerLink (Online service) (London : Springer London : Imprint: Springer, 2010)
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.
Keywords: Control engineering; Life sciences; Applied mathematics; Engineering mathematics; System theory; Systems biology; Biological systems; Control and Systems Theory; Life Sciences, general; Applications of Mathematics; Systems Theory, Control; Systems Biology; Systems Biology