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Deterministic Identification of Dynamical Systems (Lecture Notes in Control and Information Sciences #127) book cover by Christiaan Heij
Paperback

Deterministic Identification of Dynamical Systems (Lecture Notes in Control and Information Sciences #127)

by Christiaan Heij

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Paperback · 295 pages Springer Berlin Heidelberg · 1989

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Deterministic Identification of Dynamical Systems (Lecture Notes in Control and Information Sciences #127)

In deterministic identification the identified system is determined on the basis of a complexity measure of models and a misfit measure of models with respect to data. The choice of these measures and corresponding notions of optimality depend on the objectives of modelling. In this monograph, the cases of exact modelling, model reduction and approximate modelling are investigated. For the case of exact modelling a procedure is presented which is inspired by objectives of simplicity and corroboration. This procedure also gives a new solution for the partial realization problem. Further, appealing measures of complexity and distance for linear systems are defined and explicit numerical expressions are derived. A simple and new procedure for approximating a given system by one of less complexity is described. Finally, procedures and algorithms for deterministic time series analysis are presented. The procedures and algorithms are illustrated by simple examples and by numerical simulations.

Details

Publisher
Springer Berlin Heidelberg
Author
Christiaan Heij
Format
Paperback
Published
Aug 31, 1989
ISBN-13
9783540513230
Pages
295
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