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# CS8086 SOFT COMPUTING Lecture Notes Download

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Department | Computer Science Engineering |

Year | 4th Year |

Semester | 8th Semester |

University | Anna University |

Regulation | R2017 |

Subject Code | CS8086 |

Subject Name | SOFT COMPUTING |

Download File | CS8086 SOFT COMPUTING Lecture Notes, Books, Important 2 Marks Question and Answers, 16 Mark Question with Answers, Syllabus & Question Bank |

## CS8086 SOFT COMPUTING Syllabus

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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## CS8086 SOFT COMPUTING Lecture Notes Collection

CS8086 SOFT COMPUTING Notes ( UNIT 1 – UNIT 5) – Download

## CS8086 SOFT COMPUTING Question Bank With Answers

CS8086 SOFT COMPUTING Question Bank With Answers – Download

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## CS8086 SOFT COMPUTING 2 Mark Question With Answers

CS8086 SOFT COMPUTING 2 Mark Question With Answers – Download

## CS8086 SOFT COMPUTING 16 Mark Question With Answers

CS8086 SOFT COMPUTING 16 Mark Question With Answers – Download