دانلود کتاب Introduction to Neuro-Fuzzy Systems

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Preface......Page 3
Contents......Page 9
Intro to Fuzzy Logic......Page 11
Operations on Fuzzy Sets......Page 21
Fuzzy Relations......Page 28
Extension Principle......Page 36
Extension Principle for n-Place Functions......Page 39
Metrics for Fuzzy Numbers......Page 49
Measures of Possibility & Necessity......Page 51
Fuzzy Implications......Page 55
Linguistic Variables......Page 59
Theory of Approximate Reasoning......Page 63
Intro to Fuzzy Logic Controllers......Page 81
Defuzzification Methods......Page 88
Inference Mechanisms......Page 91
Construction of Data Base & Rule Base of FLC......Page 96
Ball & Beam Problem......Page 101
Aggregation in Fuzzy System Modeling......Page 105
Averaging Operators......Page 108
Fuzzy Screening Systems......Page 119
Applications of Fuzzy Systems......Page 125
Biblio......Page 129
Perceptron Learning Rule......Page 142
Delta Learning Rule......Page 152
Delta Learning Rule with Semilinear Activation Function......Page 158
Generalized Delta Learning Rule......Page 163
Effectivity of NNs......Page 166
Winner-take-all Learning......Page 169
Applications of ANNs......Page 173
Biblio......Page 178
Integration of Fuzzy Logic & NNs......Page 180
Fuzzy Neurons......Page 184
Hybrid NNs......Page 193
Computation of Fuzzy Logic Inferences by Hybrid NN......Page 204
Trainable NNs for Fuzzy IF-THEN Rules......Page 210
Fuzzy Rules by Regular FNN of Type 2......Page 217
Fuzzy Rules by Regular FNN of Type 3......Page 221
Tuning Fuzzy Control Parameters by NNs......Page 225
Fuzzy Rule Extraction from Numerical Data......Page 233
Neuro-Fuzzy Classifiers......Page 237
FULLINS......Page 244
Applications of Fuzzy Neural Systems......Page 249
Biblio......Page 254
Case Study - Portfolio Problem......Page 264
Exercises......Page 271
Index......Page 296