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Insight into Fuzzy Modeling

 E-Book
Sofort lieferbar | Lieferzeit: Sofort lieferbar I
ISBN-13:
9781119193197
Veröffentl:
2016
Einband:
E-Book
Seiten:
272
Autor:
Vilém Novák
eBook Typ:
PDF
eBook Format:
Reflowable
Kopierschutz:
2 - DRM Adobe
Sprache:
Englisch
Beschreibung:

Provides a unique and methodologically consistent treatment of various areas of fuzzy modeling and includes the results of mathematical fuzzy logic and linguisticsThis 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 forecastingInsight 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.
Preface xiiiAcknowledgments xvAbout the Companion Website xviiPart I Fundamentals of Fuzzy Modeling 11 What is Fuzzy Modeling 32 Overview of Basic Notions 113 Fuzzy IF-THEN Rules in Approximation of Functions 494 Fuzzy Transform 815 Fuzzy Natural Logic and Approximate Reasoning 976 Fuzzy Cluster Analysis 137Part II Selected Applications 1497 Fuzzy/Linguistic Control and Decision-Making 1518 F-Transform in Image Processing 1899 Analysis and Forecasting of Time Series 209

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