{"product_id":"computational-intelligence-9781118337844","title":"Computational Intelligence","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003ci\u003eComputational Intelligence: Synergies of Fuzzy Logic, Neural Networks and Evolutionary Computing\u003c\/i\u003e presents an introduction to some of the cutting edge technological paradigms under the umbrella of computational intelligence. Computational intelligence schemes are investigated with the development of a suitable framework for fuzzy logic, neural networks and evolutionary computing, neuro-fuzzy systems, evolutionary-fuzzy systems and evolutionary neural systems. Applications to linear and non-linear systems are discussed with examples.\u003c\/p\u003e \u003cp\u003eKey features:\u003c\/p\u003e \u003cul\u003e \u003cli\u003eCovers all the aspects of fuzzy, neural and evolutionary approaches with worked out examples, MATLAB exercises and applications in each chapter\u003c\/li\u003e \u003cli\u003ePresents the synergies of technologies of computational intelligence such as evolutionary fuzzy neural fuzzy and evolutionary neural systems\u003c\/li\u003e \u003cli\u003eConsiders real world problems in the domain of systems modelling, control and optimization\u003c\/li\u003e \u003cli\u003eContains a fore\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eForeword xiii\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePreface xv\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAcknowledgements xix\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003e1 Introduction to Computational Intelligence 1\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e1.1 Computational Intelligence 1\u003c\/p\u003e \u003cp\u003e1.2 Paradigms of Computational Intelligence 2\u003c\/p\u003e \u003cp\u003e1.3 Approaches to Computational Intelligence 3\u003c\/p\u003e \u003cp\u003e1.4 Synergies of Computational Intelligence Techniques 11\u003c\/p\u003e \u003cp\u003e1.5 Applications of Computational Intelligence 12\u003c\/p\u003e \u003cp\u003e1.6 Grand Challenges of Computational Intelligence 13\u003c\/p\u003e \u003cp\u003e1.7 Overview of the Book 13\u003c\/p\u003e \u003cp\u003e1.8 MATLAB R _ Basics 14\u003c\/p\u003e \u003cp\u003eReferences 15\u003c\/p\u003e \u003cp\u003e\u003cb\u003e2 Introduction to Fuzzy Logic 19\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e2.1 Introduction 19\u003c\/p\u003e \u003cp\u003e2.2 Fuzzy Logic 20\u003c\/p\u003e \u003cp\u003e2.3 Fuzzy Sets 21\u003c\/p\u003e \u003cp\u003e2.4 Membership Functions 22\u003c\/p\u003e \u003cp\u003e2.5 Features of MFs 27\u003c\/p\u003e \u003cp\u003e2.6 Operations on Fuzzy Sets 29\u003c\/p\u003e \u003cp\u003e2.7 Linguistic Variables 33\u003c\/p\u003e \u003cp\u003e2.8 Linguistic Hedges 35\u003c\/p\u003e \u003cp\u003e2.9 Fuzzy Relations 37\u003c\/p\u003e \u003cp\u003e2.10 Fuzzy If–Then Rules 39\u003c\/p\u003e \u003cp\u003e2.11 Fuzzification 43\u003c\/p\u003e \u003cp\u003e2.12 Defuzzification 44\u003c\/p\u003e \u003cp\u003e2.13 Inference Mechanism 48\u003c\/p\u003e \u003cp\u003e2.14 Worked Examples 54\u003c\/p\u003e \u003cp\u003e2.15 MATLAB R _ Programs 61\u003c\/p\u003e \u003cp\u003eReferences 61\u003c\/p\u003e \u003cp\u003e\u003cb\u003e3 Fuzzy Systems and Applications 65\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e3.1 Introduction 65\u003c\/p\u003e \u003cp\u003e3.2 Fuzzy System 66\u003c\/p\u003e \u003cp\u003e3.3 Fuzzy Modelling 67\u003c\/p\u003e \u003cp\u003e3.4 Fuzzy Control 75\u003c\/p\u003e \u003cp\u003e3.5 Design of Fuzzy Controller 81\u003c\/p\u003e \u003cp\u003e3.6 Modular Fuzzy Controller 97\u003c\/p\u003e \u003cp\u003e3.7 MATLAB R _ Programs 99\u003c\/p\u003e \u003cp\u003eReferences 100\u003c\/p\u003e \u003cp\u003e\u003cb\u003e4 Neural Networks 103\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e4.1 Introduction 103\u003c\/p\u003e \u003cp\u003e4.2 Artificial Neuron Model 106\u003c\/p\u003e \u003cp\u003e4.3 Activation Functions 107\u003c\/p\u003e \u003cp\u003e4.4 Network Architecture 108\u003c\/p\u003e \u003cp\u003e4.5 Learning in Neural Networks 124\u003c\/p\u003e \u003cp\u003e4.6 Recurrent Neural Networks 149\u003c\/p\u003e \u003cp\u003e4.7 MATLAB R _ Programs 155\u003c\/p\u003e \u003cp\u003eReferences 156\u003c\/p\u003e \u003cp\u003e\u003cb\u003e5 Neural Systems and Applications 159\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e5.1 Introduction 159\u003c\/p\u003e \u003cp\u003e5.2 System Identification and Control 160\u003c\/p\u003e \u003cp\u003e5.3 Neural Networks for Control 163\u003c\/p\u003e \u003cp\u003e5.4 MATLAB R _ Programs 179\u003c\/p\u003e \u003cp\u003eReferences 180\u003c\/p\u003e \u003cp\u003e\u003cb\u003e6 Evolutionary Computing 183\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e6.1 Introduction 183\u003c\/p\u003e \u003cp\u003e6.2 Evolutionary Computing 183\u003c\/p\u003e \u003cp\u003e6.3 Terminologies of Evolutionary Computing 185\u003c\/p\u003e \u003cp\u003e6.4 Genetic Operators 194\u003c\/p\u003e \u003cp\u003e6.5 Performance Measures of EA 208\u003c\/p\u003e \u003cp\u003e6.6 Evolutionary Algorithms 209\u003c\/p\u003e \u003cp\u003e6.7 MATLAB R _ Programs 234\u003c\/p\u003e \u003cp\u003eReferences 235\u003c\/p\u003e \u003cp\u003e\u003cb\u003e7 Evolutionary Systems 239\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e7.1 Introduction 239\u003c\/p\u003e \u003cp\u003e7.2 Multi-objective Optimization 243\u003c\/p\u003e \u003cp\u003e7.3 Co-evolution 250\u003c\/p\u003e \u003cp\u003e7.4 Parallel Evolutionary Algorithm 256\u003c\/p\u003e \u003cp\u003eReferences 262\u003c\/p\u003e \u003cp\u003e\u003cb\u003e8 Evolutionary Fuzzy Systems 265\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e8.1 Introduction 265\u003c\/p\u003e \u003cp\u003e8.2 Evolutionary Adaptive Fuzzy Systems 267\u003c\/p\u003e \u003cp\u003e8.3 Objective Functions and Evaluation 287\u003c\/p\u003e \u003cp\u003e8.4 Fuzzy Adaptive Evolutionary Algorithms 290\u003c\/p\u003e \u003cp\u003eReferences 303\u003c\/p\u003e \u003cp\u003e\u003cb\u003e9 Evolutionary Neural Networks 307\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e9.1 Introduction 307\u003c\/p\u003e \u003cp\u003e9.2 Supportive Combinations 309\u003c\/p\u003e \u003cp\u003e9.3 Collaborative Combinations 318\u003c\/p\u003e \u003cp\u003e9.4 Amalgamated Combination 343\u003c\/p\u003e \u003cp\u003e9.5 Competing Conventions 345\u003c\/p\u003e \u003cp\u003eReferences 351\u003c\/p\u003e \u003cp\u003e\u003cb\u003e10 Neural Fuzzy Systems 357\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e10.1 Introduction 357\u003c\/p\u003e \u003cp\u003e10.2 Combination of Neural and Fuzzy Systems 359\u003c\/p\u003e \u003cp\u003e10.3 Cooperative Neuro-Fuzzy Systems 360\u003c\/p\u003e \u003cp\u003e10.4 Concurrent Neuro-Fuzzy Systems 369\u003c\/p\u003e \u003cp\u003e10.5 Hybrid Neuro-Fuzzy Systems 369\u003c\/p\u003e \u003cp\u003e10.6 Adaptive Neuro-Fuzzy System 404\u003c\/p\u003e \u003cp\u003e10.7 Fuzzy Neurons 409\u003c\/p\u003e \u003cp\u003e10.8 MATLAB R _ Programs 411\u003c\/p\u003e \u003cp\u003eReferences 412\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAppendix A: MATLAB\u003c\/b\u003e \u003cb\u003eR\u003c\/b\u003e _ \u003cb\u003eBasics 415\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAppendix B: MATLAB\u003c\/b\u003e \u003cb\u003eR\u003c\/b\u003e _ \u003cb\u003ePrograms for Fuzzy Logic 433\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAppendix C: MATLAB\u003c\/b\u003e \u003cb\u003eR\u003c\/b\u003e _ \u003cb\u003ePrograms for Fuzzy Systems 443\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAppendix D: MATLAB\u003c\/b\u003e \u003cb\u003eR\u003c\/b\u003e _ \u003cb\u003ePrograms for Neural Systems 461\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAppendix E: MATLAB\u003c\/b\u003e \u003cb\u003eR\u003c\/b\u003e _ \u003cb\u003ePrograms for Neural Control Design 473\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAppendix F: MATLAB\u003c\/b\u003e \u003cb\u003eR\u003c\/b\u003e _ \u003cb\u003ePrograms for Evolutionary Algorithms 489\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eAppendix G: MATLAB\u003c\/b\u003e \u003cb\u003eR\u003c\/b\u003e _ \u003cb\u003ePrograms for Neuro-Fuzzy Systems 497\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eIndex 507\u003c\/b\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"John Wiley \u0026 Sons Inc","offers":[{"title":"Default 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