Soft computing pdf lecture notes & ebook download

Get Soft computing pdf lecture notes & ebook download in Electronics (ECE) Engineering Notes, eBooks section at Studynama.com.

nainagupta95

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Hey buddies!

I am here sharing the pdf notes for Soft computing as per the syllabus of electronics, CS/IT branch engineering students. This ebook for Soft computing will help you in your studies for your semester examination and assist you in getting good marks.


The following topics are covered in these notes & ebook:

MODULE-I

Introduction to Neuro, Fuzzy and Soft Computing, Fuzzy Sets : Basic Definition and Terminology, Set-theoretic Operations, Member Function Formulation and Parameterization, Fuzzy Rules and Fuzzy Reasoning, Extension Principle and Fuzzy Relations, Fuzzy If-Then Rules, Fuzzy Reasoning , Fuzzy Inference Systems, Mamdani Fuzzy Models, Sugeno Fuzzy Models, Tsukamoto Fuzzy Models, Input Space Partitioning and Fuzzy Modeling.

MODULE-II

Neural networks: Single layer networks, Perceptrons: Adaline, Mutilayer Perceptrons Supervised Learning, Back-propagation, LM Method, Radial Basis Function Networks, Unsupervised Learning Neural Networks, Competitive Learning Networks, Kohonen Self-Organizing Networks, Learning Vector Quantization, Hebbian Learning. Recurrent neural networks,. Adaptive neuro-fuzzy information; systems (ANFIS), Hybrid Learning Algorithm, Applications to control and pattern recognition.

MODULE-III

Derivative-free Optimization Genetic algorithms: Basic concepts, encoding, fitness function, reproduction. Differences of GA and traditional optimization methods. Basic genetic programming concepts Applications.,

MODULE-IV

Evolutionary Computing, Simulated Annealing, Random Search, Downhill Simplex Search, Swarm optimization
 

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