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Fuzzy Model Identification for Control Book

Fuzzy Model Identification for Control
Fuzzy Model Identification for Control, This book presents new approaches to constructing fuzzy models for model-based control. Simulated examples and real-world applications from chemical and process engineering illustrate the main methods and techniques. Supporting MATLAB and Simulink files c, Fuzzy Model Identification for Control has a rating of 4.5 stars
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Fuzzy Model Identification for Control, This book presents new approaches to constructing fuzzy models for model-based control. Simulated examples and real-world applications from chemical and process engineering illustrate the main methods and techniques. Supporting MATLAB and Simulink files c, Fuzzy Model Identification for Control
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  • Fuzzy Model Identification for Control
  • Written by author Janos Abonyi
  • Published by Springer-Verlag New York, LLC, February 2003
  • This book presents new approaches to constructing fuzzy models for model-based control. Simulated examples and real-world applications from chemical and process engineering illustrate the main methods and techniques. Supporting MATLAB and Simulink files c
  • This book presents new approaches to the construction of fuzzy models for model-based control. New model structures and identification algorithms are described for the effective use of heterogeneous information in the form of numerical data, qualitative k
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Preface
1Introduction1
2Fuzzy Model Structures and their Analysis23
2.1Introduction to Fuzzy Modeling23
2.2Takagi-Sugeno Fuzzy Models (TS)29
2.3Fuzzy Models with Multivariate Membership Functions (MMF)39
2.4Input Reduction of Fuzzy Models44
2.5Fuzzy Model Inversion46
2.6Linearization and Derivatives of Fuzzy Models50
3Fuzzy Models of Dynamical Systems53
3.1Data-Driven Empirical Modeling53
3.2TS Fuzzy Models of Dynamical Systems60
3.3TS Fuzzy Models of MIMO Systems71
3.4Hybrid Fuzzy Convolution Model (HFCM)73
3.5Fuzzy Hammerstein Model (FH)80
4Fuzzy Model Identification87
4.1Identification as an Optimization Problem87
4.2Consequent Parameter Identification91
4.3Model Structure Identification118
4.4Antecedent Membership Function Identification122
4.5MMF Fuzzy Model Identification133
4.6Hybrid Fuzzy Convolution Model Identification145
4.7Fuzzy Hammerstein Model Identification150
5Fuzzy Model based Control165
5.1Introduction to Fuzzy Control165
5.2Inverse Fuzzy Model based (Adaptive) Control169
5.3Introduction to Model Predictive Control180
5.4TS Fuzzy Model based Predictive Control187
5.5MIMO Fuzzy model based Predictive Control200
5.6HFCM based Predictor Corrector Controller204
5.7HFCM based Predictive Control211
5.8Fuzzy Hammerstein Model based Predictive Control216
5.9Grey-Box TS Fuzzy Model based Adaptive Control226
AProcess Models Used for Case Studies241
References249
Index271


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Fuzzy Model Identification for Control, This book presents new approaches to constructing fuzzy models for model-based control. Simulated examples and real-world applications from chemical and process engineering illustrate the main methods and techniques. Supporting MATLAB and Simulink files c, Fuzzy Model Identification for Control

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Fuzzy Model Identification for Control, This book presents new approaches to constructing fuzzy models for model-based control. Simulated examples and real-world applications from chemical and process engineering illustrate the main methods and techniques. Supporting MATLAB and Simulink files c, Fuzzy Model Identification for Control

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Fuzzy Model Identification for Control, This book presents new approaches to constructing fuzzy models for model-based control. Simulated examples and real-world applications from chemical and process engineering illustrate the main methods and techniques. Supporting MATLAB and Simulink files c, Fuzzy Model Identification for Control

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