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Combined Parametric-Nonparametric Identification of Block-Oriented Systems

2013-11-20 Technology & Engineering
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Release : 2013-11-20
Genre : Technology & Engineering
Kind : eBook
Book Rating : 967/5 ( reviews)

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Book Synopsis Combined Parametric-Nonparametric Identification of Block-Oriented Systems by : Grzegorz Mzyk

Download or read book Combined Parametric-Nonparametric Identification of Block-Oriented Systems written by Grzegorz Mzyk. This book was released on 2013-11-20. Available in PDF, EPUB and Kindle. Book excerpt: This book considers a problem of block-oriented nonlinear dynamic system identification in the presence of random disturbances. This class of systems includes various interconnections of linear dynamic blocks and static nonlinear elements, e.g., Hammerstein system, Wiener system, Wiener-Hammerstein ("sandwich") system and additive NARMAX systems with feedback. Interconnecting signals are not accessible for measurement. The combined parametric-nonparametric algorithms, proposed in the book, can be selected dependently on the prior knowledge of the system and signals. Most of them are based on the decomposition of the complex system identification task into simpler local sub-problems by using non-parametric (kernel or orthogonal) regression estimation. In the parametric stage, the generalized least squares or the instrumental variables technique is commonly applied to cope with correlated excitations. Limit properties of the algorithms have been shown analytically and illustrated in simple experiments.

Nonparametric System Identification

2012-10-04 Technology & Engineering
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Release : 2012-10-04
Genre : Technology & Engineering
Kind : eBook
Book Rating : 626/5 ( reviews)

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Book Synopsis Nonparametric System Identification by : Wlodzimierz Greblicki

Download or read book Nonparametric System Identification written by Wlodzimierz Greblicki. This book was released on 2012-10-04. Available in PDF, EPUB and Kindle. Book excerpt: Presenting a thorough overview of the theoretical foundations of non-parametric system identification for nonlinear block-oriented systems, this books shows that non-parametric regression can be successfully applied to system identification, and it highlights the achievements in doing so. With emphasis on Hammerstein, Wiener systems, and their multidimensional extensions, the authors show how to identify nonlinear subsystems and their characteristics when limited information exists. Algorithms using trigonometric, Legendre, Laguerre, and Hermite series are investigated, and the kernel algorithm, its semirecursive versions, and fully recursive modifications are covered. The theories of modern non-parametric regression, approximation, and orthogonal expansions, along with new approaches to system identification (including semiparametric identification), are provided. Detailed information about all tools used is provided in the appendices. This book is for researchers and practitioners in systems theory, signal processing, and communications and will appeal to researchers in fields like mechanics, economics, and biology, where experimental data are used to obtain models of systems.

Nonparametric System Identification

2014-05-14 Science
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Release : 2014-05-14
Genre : Science
Kind : eBook
Book Rating : 820/5 ( reviews)

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Book Synopsis Nonparametric System Identification by : Wlodzimierz Greblicki

Download or read book Nonparametric System Identification written by Wlodzimierz Greblicki. This book was released on 2014-05-14. Available in PDF, EPUB and Kindle. Book excerpt:

Block-oriented Nonlinear System Identification

2010-09-22 Technology & Engineering
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Release : 2010-09-22
Genre : Technology & Engineering
Kind : eBook
Book Rating : 137/5 ( reviews)

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Book Synopsis Block-oriented Nonlinear System Identification by : Fouad Giri

Download or read book Block-oriented Nonlinear System Identification written by Fouad Giri. This book was released on 2010-09-22. Available in PDF, EPUB and Kindle. Book excerpt: 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; stochastic and frequency approaches; support-vector-machine, subspace, and separable-least-squares methods; blind identification method; bounded-error method; and decoupling inputs approach. The identification methods are presented by authors who have either invented them or contributed significantly to their development. All the important issues e.g., input design, persistent excitation, and consistency analysis, are discussed. The practical relevance of block-oriented models is illustrated through biomedical/physiological system modelling. The book will be of major interest to all those who are concerned with nonlinear system identification whatever their activity areas. This is particularly the case for educators in electrical, mechanical, chemical and biomedical engineering and for practising engineers in process, aeronautic, aerospace, robotics and vehicles control. Block-oriented Nonlinear System Identification serves as a reference for active researchers, new comers, industrial and education practitioners and graduate students alike.

Advanced Technologies for Industrial Applications

2023-06-27 Technology & Engineering
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Release : 2023-06-27
Genre : Technology & Engineering
Kind : eBook
Book Rating : 385/5 ( reviews)

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Book Synopsis Advanced Technologies for Industrial Applications by : Rohit Thanki

Download or read book Advanced Technologies for Industrial Applications written by Rohit Thanki. This book was released on 2023-06-27. Available in PDF, EPUB and Kindle. Book excerpt: This book provides information on advanced communication technology used in Industry 4.0 and 5.0. The book covers a variety of technologies such as signal processing, system designing, computer vision, and artificial intelligence and explains their benefits, usage, and market values in Industry 4.0 and 5.0. The authors present technological tools for industrial applications and give examples of their usage of system design, modeling, artificial intelligence, internet of things and robotics. This book covers the impact of these technologies in various industrial applications and provides future technological tools that will be helpful in future planning and development. The book is pertinent to researchers, academics, professionals, planners, and student’s interest in Industry 5.0.

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