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SOFT COMPUTING Lecture Notes and ebook pdf download
Pankaj Yadav

SOFT COMPUTING Lecture Notes and ebook pdf download

Pankaj Yadav | 16-Jan-2016 |
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 , Neural networks , Derivative-free Optimization Genetic algorithms , Evolutionary Computing , Simulated Annealing , Random Search , Downhill Simplex Search , Swarm optimization ,

Hi friends, here Pankaj Yadav uploaded notes for SOFT COMPUTING with title SOFT COMPUTING Lecture Notes and ebook pdf download. You can download this lecture notes, ebook by clicking on the below file name or icon.

MODULE-I (10 HOURS)
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 (10 HOURS)
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 (10 HOURS)
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 (10 HOURS)
Evolutionary Computing, Simulated Annealing, Random Search, Downhill Simplex Search, Swarm
optimization

 

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