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This book concentrates on the problem of accurate modeling of
linear systems. It presents a thorough description of a method of
modeling a linear dynamic invariant system by its transfer
function. The first two chapters provide a general introduction and
review for those readers who are unfamiliar with identification
theory so that they have a sufficient background knowledge for
understanding the methods described later. The main body of the
book looks at the basic method used by the authors to estimate the
parameter of the transfer function, how it is possible to optimize
the excitation signals. Further chapters extend the estimation
method proposed. Applications are then discussed and the book
concludes with practical guidelines which illustrate the method and
offer some rules-of-thumb.
System identification is a general term used to describe
mathematical tools and algorithms that build dynamical models from
measured data. Used for prediction, control, physical
interpretation, and the designing of any electrical systems, they
are vital in the fields of electrical, mechanical, civil, and
chemical engineering. Focusing mainly on frequency domain
techniques, System Identification: A Frequency Domain Approach,
Second Edition also studies in detail the similarities and
differences with the classical time domain approach. It
high??lights many of the important steps in the identification
process, points out the possible pitfalls to the reader, and
illustrates the powerful tools that are available. Readers of this
Second Editon will benefit from: * MATLAB software support for
identifying multivariable systems that is freely available at the
website http://booksupport.wiley.com * State-of-the-art system
identification methods for both time and frequency domain data *
New chapters on non-parametric and parametric transfer function
modeling using (non-)period excitations * Numerous examples and
figures that facilitate the learning process * A simple writing
style that allows the reader to learn more about the theo? ?retical
aspects of the proofs and algorithms Unlike other books in this
field, System Identification, Second Edition is ideal for
practicing engineers, scientists, researchers, and both master's
and PhD students in electrical, mechanical, civil, and chemical
engineering.
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