CS8086 Soft Computing Syllabus Notes Question Paper Question Banks with answers Anna University
Anna University Soft Computing Syllabus Notes Question Bank Question Papers Regulation 2017
Anna University CS8086 Soft Computing Notes are provided below. CS8086 Notes all 5 units notes are uploaded here. here CS8086 Soft Computing notes download link is provided and students can download the CS8086 SC Lecture Notes and can make use of it.
CS8086 Soft Computing Syllabus Regulation 2017
UNIT I INTRODUCTION TO SOFT COMPUTING
Introduction-Artificial Intelligence-Artificial Neural Networks-Fuzzy Systems-Genetic Algorithm and Evolutionary Programming-Swarm Intelligent Systems-Classification of ANNs-McCulloch and Pitts Neuron Model-Learning Rules: Hebbian and Delta- Perceptron Network-Adaline Network-Madaline Network.
UNIT II ARTIFICIAL NEURAL NETWORKS
Back propagation Neural Networks - Kohonen Neural Network -Learning Vector Quantization -Hamming Neural Network - Hopfield Neural Network- Bi-directional Associative Memory -Adaptive Resonance Theory Neural Networks- Support Vector Machines - Spike Neuron Models.
UNIT III FUZZY SYSTEMS
Introduction to Fuzzy Logic, Classical Sets and Fuzzy Sets - Classical Relations and Fuzzy Relations -Membership Functions -Defuzzification - Fuzzy Arithmetic and Fuzzy Measures -Fuzzy Rule Base and Approximate Reasoning - Introduction to Fuzzy Decision Making.
UNIT IV GENETIC ALGORITHMS
Basic Concepts- Working Principles -Encoding- Fitness Function - Reproduction -Inheritance Operators - Cross Over - Inversion and Deletion -Mutation Operator - Bit-wise Operators -Convergence of Genetic Algorithm.
UNIT V HYBRID SYSTEMS
Hybrid Systems -Neural Networks, Fuzzy Logic and Genetic -GA Based Weight Determination - LR-Type Fuzzy Numbers - Fuzzy Neuron - Fuzzy BP Architecture - Learning in Fuzzy BP- Inference by Fuzzy BP - Fuzzy ArtMap: A Brief Introduction - Soft Computing Tools - GA in Fuzzy Logic Controller Design - Fuzzy Logic Controller
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