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Titlebook: Nonlinear System Identification; From Classical Appro Oliver Nelles Textbook 2001 Springer-Verlag Berlin Heidelberg 2001 Automatisierungste

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书目名称Nonlinear System Identification
副标题From Classical Appro
编辑Oliver Nelles
视频video
概述Easy and intuitive understanding.Explanations and terminology from an engineering point-of-view.Only basic mathematics required.Self-contained, no other literature needed.Includes supplementary materi
图书封面Titlebook: Nonlinear System Identification; From Classical Appro Oliver Nelles Textbook 2001 Springer-Verlag Berlin Heidelberg 2001 Automatisierungste
描述The goal of this book is to provide engineers and scientIsts in academia and industry with a thorough understanding of the underlying principles of nonlinear system identification. The reader will be able to apply the discussed models and methods to real problems with the necessary confidence and the awareness of potential difficulties that may arise in practice. This book is self-contained in the sense that it requires merely basic knowledge of matrix algebra, signals and systems, and statistics. Therefore, it also serves as an introduction to linear system identification and gives a practical overview on the major optimization methods used in engineering. The emphasis of this book is on an intuitive understanding of the subject and the practical application of the discussed techniques. It is not written in a theorem/proof style; rather the mathematics is kept to a minimum and the pursued ideas are illustrated by numerous figures, examples, and real-world applications. Fifteen years ago, nonlinear system identification was a field of several ad-hoc approaches, each applicable only to a very restricted class of systems. With the advent of neural networks, fuzzy models, and modern s
出版日期Textbook 2001
关键词Automatisierungstechnik; Fuzzy; fuzzy system; linear optimization; model; optimization; statistics; complex
版次1
doihttps://doi.org/10.1007/978-3-662-04323-3
isbn_softcover978-3-642-08674-8
isbn_ebook978-3-662-04323-3
copyrightSpringer-Verlag Berlin Heidelberg 2001
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Oliver Nelles base sequence determines the specificity of proteins. And enzyme proteins are immediately responsible for the peripheral metabolism which enables the organism to impose its own kind of order on the raw materials it absorbs. The course of development is determined not only by the nature of the genet
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Oliver Nelles 1951). Nowadays the chromosome theory can be presented in much greater detail and with utter confidence, but its two main features remain the same. However, while the role of the chromosomes in heredity and development has been appreciated for a long time, the manner in which they perform their gen
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Introductionmodels are introduced in Sects. 1.1. Section 1.2 presents and analyzes the various tasks that have to be carried out in order to solve a nonlinear system identification problem. Several modeling paradigms are reviewed in Sect. 1.3. Section 1.4 characterizes the purpose of this book and gives an outl
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Introduction to Optimizationation approaches that allow one to determine the model parameters and possibly the model structure from measurement data for a given model architecture. Suitable model architectures for static and dynamic processes are treated in Part II and Part III, respectively. Although there exist close links (
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