Fuzzy Modeling for Control

Lingua: inglese

Editore: Springer Netherlands, Springer Netherlands Apr 1998, 1998

0792381548 / 9780792381549

Da: buchversandmimpf2000, Emtmannsberg, BAYE, Germaniabuchversandmimpf2000

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Descrizione dell’articolo da parte del venditore

This item is printed on demand - Print on Demand Titel. Neuware -Rule-based fuzzy modeling has been recognised as a powerful technique for the modeling of partly-known nonlinear systems. Fuzzy models can effectively integrate information from different sources, such as physical laws, empirical models, measurements and heuristics. Application areas of fuzzy models include prediction, decision support, system analysis, control design, etc. Fuzzy Modeling for Control addresses fuzzy modeling from the systems and control engineering points of view. It focuses on the selection of appropriate model structures, on the acquisition of dynamic fuzzy models from process measurements (fuzzy identification), and on the design of nonlinear controllers based on fuzzy models.To automatically generate fuzzy models from measurements, a comprehensive methodology is developed which employs fuzzy clustering techniques to partition the available data into subsets characterized by locally linear behaviour. The relationships between the presented identification method and linear regression are exploited, allowing for the combination of fuzzy logic techniques with standard system identification tools. Attention is paid to the trade-off between the accuracy and transparency of the obtained fuzzy models. Control design based on a fuzzy model of a nonlinear dynamic process is addressed, using the concepts of model-based predictive control and internal model control with an inverted fuzzy model. To this end, methods to exactly invert specific types of fuzzy models are presented. In the context of predictive control, branch-and-bound optimization is applied.The main features of the presented techniques are illustrated by means of simple examples. In addition, three real-world applications are described. Finally, software tools for building fuzzy models from measurements are available from the author.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 284 pp. Englisch. …

Codice articolo 9780792381549

Titolo
Fuzzy Modeling for Control
Autore
Robert Babu¿ka
Editore
Springer Netherlands, Springer Netherlands Apr 1998
Anno di pubblicazione
1998
Condizione
Neu
Rilegatura
Buch
Lingua
inglese
ISBN 10
0792381548
ISBN 13
9780792381549
Peso dell'articolo
594 grammi
Dimensioni
241x160x20 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germania

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Venditore AbeBooks dal 23 gennaio 2017

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