Insight into Fuzzy Modeling (eBook)
272 Seiten
John Wiley & Sons (Verlag)
978-1-119-19319-7 (ISBN)
This book is the result of almost thirty years of research on fuzzy modeling. It provides a unique view of both the theory and various types of applications. The book is divided into two parts. The first part contains an extensive presentation of the theory of fuzzy modeling. The second part presents selected applications in three important areas: control and decision-making, image processing, and time series analysis and forecasting. The authors address the consistent and appropriate treatment of the notions of fuzzy sets and fuzzy logic and their applications. They provide two complementary views of the methodology, which is based on fuzzy IF-THEN rules. The first, more traditional method involves fuzzy approximation and the theory of fuzzy relations. The second method is based on a combination of formal fuzzy logic and linguistics. A very important topic covered for the first time in book form is the fuzzy transform (F-transform). Applications of this theory are described in separate chapters and include image processing and time series analysis and forecasting. All of the mentioned components make this book of interest to students and researchers of fuzzy modeling as well as to practitioners in industry.
Features:
* Provides a foundation of fuzzy modeling and proposes a thorough description of fuzzy modeling methodology
* Emphasizes fuzzy modeling based on results in linguistics and formal logic
* Includes chapters on natural language and approximate reasoning, fuzzy control and fuzzy decision-making, and image processing using the F-transform
* Discusses fuzzy IF-THEN rules for approximating functions, fuzzy cluster analysis, and time series forecasting
Insight into Fuzzy Modeling is a reference for researchers in the fields of soft computing and fuzzy logic as well as undergraduate, master and Ph.D. students.
Vilém Novák, D.Sc. is Full Professor and Director of the Institute for Research and Applications of Fuzzy Modeling, University of Ostrava, Czech Republic.
Irina Perfilieva, Ph.D. is Full Professor, Senior Scientist, and Head of the Department of Theoretical Research at the Institute for Research and Applications of Fuzzy Modeling, University of Ostrava, Czech Republic.
Antonín Dvorák, Ph.D. is Associate Professor, and Senior Scientist at the Institute for Research and Applications of Fuzzy Modeling, University of Ostrava, Czech Republic.
Vilém Novák, D.Sc. is Full Professor and Director of the Institute for Research and Applications of Fuzzy Modeling, University of Ostrava, Czech Republic. Irina Perfilieva, Ph.D. is Full Professor, Senior Scientist, and Head of the Department of Theoretical Research at the Institute for Research and Applications of Fuzzy Modeling, University of Ostrava, Czech Republic. Antonín Dvorák, Ph.D. is Associate Professor, and Senior Scientist at the Institute for Research and Applications of Fuzzy Modeling, University of Ostrava, Czech Republic.
Preface xiii
Acknowledgments xv
About the Companion Website xvii
Part I Fundamentals of Fuzzy Modeling 1
1 What is Fuzzy Modeling 3
2 Overview of Basic Notions 11
3 Fuzzy IF-THEN Rules in Approximation of Functions 49
4 Fuzzy Transform 81
5 Fuzzy Natural Logic and Approximate Reasoning 97
6 Fuzzy Cluster Analysis 137
Part II Selected Applications 149
7 Fuzzy/Linguistic Control and Decision-Making 151
8 F-Transform in Image Processing 189
9 Analysis and Forecasting of Time Series 209
Erscheint lt. Verlag | 15.3.2016 |
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Sprache | englisch |
Themenwelt | Informatik ► Grafik / Design ► Digitale Bildverarbeitung |
Mathematik / Informatik ► Informatik ► Theorie / Studium | |
Mathematik / Informatik ► Mathematik ► Logik / Mengenlehre | |
Technik ► Elektrotechnik / Energietechnik | |
Schlagworte | Applied Mathematics in Engineering • Applied Mathmatics in Engineering • Computer Engineering • Computertechnik • Electrical & Electronics Engineering • Elektrotechnik u. Elektronik • Fuzzy-Logik • Fuzzy-Systeme • Fuzzy Systems • Mathematics • Mathematik • Mathematik in den Ingenieurwissenschaften |
ISBN-10 | 1-119-19319-2 / 1119193192 |
ISBN-13 | 978-1-119-19319-7 / 9781119193197 |
Haben Sie eine Frage zum Produkt? |
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