Block-oriented Nonlinear System Identification by Fouad Giri, Er-Wei Bai

By Fouad Giri, Er-Wei Bai

Block-oriented Nonlinear process Identification offers with a space of analysis that has been very energetic because the flip of the millennium. The booklet makes a pedagogical and cohesive presentation of the equipment constructed in that point. those include:

• iterative and over-parameterization techniques;

• stochastic and frequency approaches;

• support-vector-machine, subspace, and separable-least-squares methods;

• blind id method;

• bounded-error technique; and

• decoupling inputs approach.

The identity equipment are awarded through authors who've both invented them or contributed considerably to their improvement. the entire very important concerns e.g., enter layout, power excitation, and consistency research, are mentioned. the sensible relevance of block-oriented versions is illustrated via biomedical/physiological method modeling. The booklet can be of significant curiosity to all those people who are fascinated by nonlinear procedure identity no matter what their job parts. this is often quite the case for educators in electric, mechanical, chemical and biomedical engineering and for practicing engineers in strategy, aeronautic, aerospace, robotics and automobiles keep watch over. Block-oriented Nonlinear process Identification serves as a reference for energetic researchers, rookies, business and schooling practitioners and graduate scholars alike.

Show description

Read or Download Block-oriented Nonlinear System Identification PDF

Best system theory books

Linearization Models for Complex Dynamical Systems: Topics in Univalent Functions, Functional Equations and Semigroup Theory

Linearization versions for discrete and non-stop time dynamical platforms are the riding forces for contemporary geometric functionality concept and composition operator concept on functionality areas. This ebook specializes in a scientific survey and distinctive therapy of linearization versions for one-parameter semigroups, Schröder’s and Abel’s practical equations, and diverse sessions of univalent features which function intertwining mappings for nonlinear and linear semigroups.

Mathematical Modelling: A Way of Life - ICTMA 11

Mathematical modelling is frequently spoken of as a life-style, concerning behavior of brain and to dependence at the strength of arithmetic to explain, clarify, are expecting and keep an eye on genuine phenomena. This publication goals to inspire lecturers to supply possibilities for college kids to version numerous genuine phenomena competently matched to scholars’ mathematical backgrounds and pursuits from early phases of mathematical schooling.

Dissipative Systems Analysis and Control: Theory and Applications

This moment variation of Dissipative platforms research and keep watch over has been considerably reorganized to deal with new fabric and increase its pedagogical gains. It examines linear and nonlinear structures with examples of either in every one bankruptcy. additionally integrated are a few infinite-dimensional and nonsmooth examples.

Additional resources for Block-oriented Nonlinear System Identification

Sample text

5]. 0091)T . They are very close to the true but unknown a, b, c and d even for a small N = 100. 1, convergence of the estimates to the true but unknown parameter vectors is pursued. , white noises. In general, convergence can not be guaranteed for arbitrary noises. 7) ˆ c, ˆ = (y(1, a, ˆ c, ˆ y(2, a, ˆ c, ˆ . . , y(N, a, ˆ c, ˆ T, ˆ b, ˆ d) ˆ b, ˆ d), ˆ b, ˆ d), ˆ b, ˆ d)) where YN (a, p ˆ c, ˆ = ∑ aˆi with y(k, a, ˆ b, ˆ d) i=1 q ∑ dˆl gl [y(k − i)] l=1 n + ∑ bˆ j j=1 m ∑ cˆt ft [u(k − j)] .

Form a complete set of functions in every closed interval. As a result, any function which is continuous in a closed interval can be approximated uniformly by polynomials in the interval. Fr´echet extended this result concerning functions to functionals [1]. He proved that any continuous functional can be represented by a Volterra series whose convergence is uniform in all compact sets of continuous functionals. A functional, y(t) = H [x(t)], is said to be continuous if the values y1 (t) = H[x1 (t)] and y2 (t) = H[x2 (t)] are close whenever the corresponding input functions, x1 (t) and x2 (t), are close.

11, 546–550 (1966) 8. : Identification methods for Hammerstein systems. In: Proc. of CDC, New Orleans, pp. 697–702 (1995) 9. : On the convergence of an iterative algorithm used for Hammerstein system identification. IEEE Trans. on Auto. Contr. 26, 967–969 (1981) 10. : Simulation of spring discharge from a limestone aquifer in Iowa.

Download PDF sample

Rated 4.21 of 5 – based on 14 votes