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Nonlinear System Identification

From Classical Approaches to Neural Networks, Fuzzy Models, and Gaussian Processes

Language EnglishEnglish
Book Paperback
Book Nonlinear System Identification Oliver Nelles
Libristo code: 41555088
Publishers Springer, Berlin, November 2022
This book provides engineers and scientists in academia and industry with a thorough understanding o... Full description
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This book provides engineers and scientists in academia and industry with a thorough understanding of the underlying principles of nonlinear system identification. It equips them to apply the models and methods discussed to real problems with confidence, while also making them aware of potential difficulties that may arise in practice. Moreover, the book is self-contained, requiring only a basic grasp of matrix algebra, signals and systems, and statistics. Accordingly, it can also serve as an introduction to linear system identification, and provides a practical overview of the major optimization methods used in engineering. The focus is on gaining an intuitive understanding of the subject and the practical application of the techniques discussed. The book is not written in a theorem/proof style; instead, the mathematics is kept to a minimum, and the ideas covered are illustrated with numerous figures, examples, and real-world applications. In the past, nonlinear system identification was a field characterized by a variety of ad-hoc approaches, each applicable only to a very limited class of systems. With the advent of neural networks, fuzzy models, Gaussian process models, and modern structure optimization techniques, a much broader class of systems can now be handled. Although one major aspect of nonlinear systems is that virtually every one is unique, tools have since been developed that allow each approach to be applied to a wide variety of systems.

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About the book

Full name Nonlinear System Identification
Author Oliver Nelles
Language English
Binding Book - Paperback
Date of issue 2023
Number of pages 1225
EAN 9783030474416
Libristo code 41555088
Publishers Springer, Berlin
Dimensions 155 x 235
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