By Fouad Giri, Er-Wei Bai
ISBN-10: 1849965129
ISBN-13: 9781849965125
Block-oriented Nonlinear procedure Identification offers with a space of analysis that has been very energetic because the flip of the millennium. The publication makes a pedagogical and cohesive presentation of the equipment built 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 approach; and
• decoupling inputs approach.
The id tools are provided via authors who've both invented them or contributed considerably to their improvement. all of the very important matters e.g., enter layout, chronic excitation, and consistency research, are mentioned. the sensible relevance of block-oriented types is illustrated via biomedical/physiological method modeling. The publication could be of significant curiosity to all people who find themselves occupied with nonlinear process id no matter what their job components. this is often quite the case for educators in electric, mechanical, chemical and biomedical engineering and for training engineers in procedure, aeronautic, aerospace, robotics and automobiles regulate. Block-oriented Nonlinear approach Identification serves as a reference for lively researchers, rookies, commercial and schooling practitioners and graduate scholars alike.
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Additional info for Block-oriented Nonlinear System Identification
Sample text
Bounded error identification approaches are illustrated in Chapter 22 for Hammerstein systems with backlash nonlinearities. The identification method is a two-stage procedure using suitable tools like Pseudo Random Binary input Sequence (PRBS), relaxation techniques and linear matrix inequalities. The last part of the book illustrate the modelling capability of BONL models through biomedical and physiological applications. Chapter 23 deals with modelling and identification of physiological joint dynamics using BONL models identification.
E. those backed by formal (convergence, consistency) analyses and/or practical applications. As a matter of fact, most complete and successful solutions concern Hammerstein and Wiener systems or their simple series and parallel combinations. The present book makes a rigorous and illustrative presentation of these solutions. It consists of 24 chapters classed in height homogeneous parts. Each chapter includes an introduction, a conclusion and a self reference list. In addition to the present chapter, Part I contains a second chapter discussing some theoretical considerations about nonlinear system modelling.
Bn cT , a1 d T , . . , a p d T )T and T T T T T θ (N) = θls (N) = (b1 c , b2 c , . . , bn c , a1 d , . . , a p d )T have a special structure in terms of a, b, c and d. , hl ). Then, (bˆ 1 (N)cˆT (N), . . , bˆ n (N)cˆT (N), aˆ1 (N)dˆT (N), . . , aˆ p (N)dˆT (N))T − θ (N) 2 2 3 Two-stage Algorithm 31 = ˆ vec(b(N) cˆT (N)) − θ (N) vec(a(N) ˆ dˆT (N)) = b(N)cT (N) − Θbc (N) 2 F 2 2 + a(N)d T (N) − Θad (N) 2 F, where · F stands for the matrix Frobenius norm. Thus, the closest a(N), b(N), c(N) and d(N) to θ (N) in the 2-norm sense is given by (a(N), d(N)) = arg min x∈R p ,w∈Rq (b(N), c(N)) = arg min Θad (N) − xwT z∈Rn ,v∈Rm Θbc (N) − zvT 2 F and 2 F The solutions of b(N), c(N), a(N) and d(N) are provided by SVD decompositions of Θbc (N) and Θad (N) as given in Step 2 of the proposed Identification Algorithm.
Block-oriented Nonlinear System Identification by Fouad Giri, Er-Wei Bai
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