NEURAL NETWORKS FUZZY SYSTEMS AND EVOLUTIONARY ALGORITHMS: SYNTHESIS AND APPLICATION, 2ND EDN
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Description
The Second Edition Of This Book Provides A Comprehensive Introduction To A Consortium Of Technologies Underlying Soft Computing, An Evolving Branch Of Computational Intelligence, Which In Recent Years, Has Turned Synonymous To It. The Constituent Technologies Discussed Comprise Neural Network (Nn), Fuzzy System (Fs), Evolutionary Algorithm (Ea) And A Number Of Hybrid Systems, Which Include Classes Such As NeuroFuzzy, EvolutionaryFuzzy And NeuroEvolutionary Systems. The Hybridization Of The Technologies Is Demonstrated On Architectures Such As Fuzzy Backpropagation Network (NnFs Hybrid), Genetic AlgorithmBased Backpropagation Network (NnEa Hybrid), Simplified Fuzzy Artmap (NnFs Hybrid), Fuzzy Associative Memory (NnFs Hybrid), Fuzzy Logic Controlled Genetic Algorithm (EaFs Hybrid) And Evolutionary Extreme Learning Machine (NnEa Hybrid) Every Architecture Has Been Discussed In Detail Through Illustrative Examples And Applications. The Algorithms Have Been Presented In PseudoCode With A StepByStep Illustration Of The Same In Problems. The Applications, Demonstrative Of The Potential Of The Architectures, Have Been Chosen From Diverse Disciplines Of Science And Engineering. This Book, With A Wealth Of Information That Is Clearly Presented And Illustrated By Many Examples And Applications, Is Designed For Use As A Text For The Courses In Soft Computing At Both The Senior Undergraduate And FirstYear Postgraduate Levels Of Computer Science And Engineering. It Should Also Be Of Interest To Researchers And Technologists Desirous Of Applying Soft Computing Technologies To Their Respective Fields Of Work. New To The Second Edition New Chapters On Extreme Learning Machine, Type2 Fuzzy Sets, Evolution Strategies, Differential Evolution And Evolutionary Extreme Learning Machine. Revised Chapters On Introduction To Artificial Intelligence Systems, Fuzzy Set Theory And Integration Of Neural Networks, Fuzzy Set Theories And Evolutionary Algorithms.
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