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ksiazka tytuł: Subspace Identification for Linear Systems autor: Van Overschee Peter
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Subspace Identification for Linear Systems

Theory Implementation Applications
Wersja papierowa
Wydawnictwo: Springer Nature B.V.
ISBN: 978-14-613-8061-0
Format: 15.6x23.4cm
Liczba stron: 272
Oprawa: Miękka
Wydanie: 2011 r.
Język: angielski

Dostępność: dostępny
525,60 zł

<em>Subspace Identification for Linear Systems</em> focuses on the theory, implementation and applications of <em>subspace identification</em> algorithms for linear time-invariant finite-
dimensional dynamical systems. These algorithms allow for a fast, straightforward and accurate determination of linear multivariable models from measured input-output data.<br/> The <em>theory</em> of
subspace identification algorithms is presented in detail. Several chapters are devoted to deterministic, stochastic and combined deterministic-stochastic subspace identification algorithms. For each case, the geometric
properties are stated in a main 'subspace' Theorem. Relations to existing algorithms and literature are explored, as are the interconnections between different subspace algorithms. The subspace identification theory is
linked to the theory of frequency weighted model reduction, which leads to new interpretations and insights. <br/> The <em>implementation</em> of subspace identification algorithms is discussed in terms
of the robust and computationally efficient RQ and singular value decompositions, which are well-established algorithms from numerical linear algebra. The algorithms are implemented in combination with a whole set of
classical identification algorithms, processing and validation tools in Xmath's ISID, a commercially available graphical user interface toolbox. The basic subspace algorithms in the book are also implemented in a set of
Matlab files accompanying the book. <br/> An <em>application</em> of ISID to an industrial glass tube manufacturing process is presented in detail, illustrating the power and user-friendliness of the
subspace identification algorithms and of their implementation in ISID. The identified model allows for an optimal control of the process, leading to a significant enhancement of the production quality. The applicability of
subspace identification algorithms in industry is further illustrated with the application of the Matlab files to ten practical problems. Since all necessary data and Matlab files are included, the reader can easily step
through these applications, and thus get more insight in the algorithms. <br/> <em>Subspace Identification for Linear Systems</em> is an important reference for all researchers in system theory, control
theory, signal processing, automization, mechatronics, chemical, electrical, mechanical and aeronautical engineering.

 

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