Neural Networks & Fuzzy Logic (EEE 3-2)

Course Objective: 
The objectives of the course are to make the students learn about:
 Importance of AI techniques in engineering applications
 Artificial Neural network and Biological Neural Network concepts
 ANN approach in various Electrical Engineering problems
 Fuzzy Logic and Its use in various Electrical Engineering Applications

UNIT – I
INTRODUCTION TO ARTIFICIAL INTILLEGENCE
Introduction and motivation – Approaches to AI – Architectures of AI – Symbolic Reasoning System – Rule based Systems – Knowledge Representation – Expert Systems.

UNIT – II
ARTIFICIAL NEURAL NETWORKS
Basics of ANN - Comparison between Artificial and Biological Neural Networks – Basic Building Blocks of ANN – Artificial Neural Network Terminologies – McCulloch Pitts Neuron Model – Learning Rules – ADALINE and MADALINE Models – Perceptron Networks – Back Propagation Neural Networks – Associative Memories.

UNIT – III
ANN APPLICATIONS TO ELECTRICAL SYSTEMS
ANN approach to: Electrical Load Forecasting Problem – System Identification – Control Systems – Pattern Recognition.

UNIT – IV
FUZZY LOGIC
Classical Sets – Fuzzy Sets – Fuzzy Properties and Operations – Fuzzy Logic System – Fuzzification – Defuzzification – Membership Functions – Fuzzy Rule base – Fuzzy Logic Controller Design.

UNIT – V
FUZZY LOGIC APPLICATIONS TO ELECTRICAL SYSTEMS 
Fuzzy Logic Implementation for Induction Motor Control – Switched Reluctance Motor Control –Fuzzy Excitation Control Systems in Automatic Voltage Regulator - Fuzzy Logic Controller in an 18 Bus Bar System.

Study Material's for Neural Networks & Fuzzy Logic

Neural Networks & Fuzzy Logic[T.B] by Willey: Download
Fuzzy Logic (Tutorial PDF): Download
Artifical Neural Networks (Tutorial PDF): Download
2 Marks for 5 Units: Download

Unit-1:
Introduction & Motivation : Download
Architecture Of AI : Download
Rule Based & Knowledge Based[PPT]: Download
Expert Systems[PPT]: Download

Unit-2:
Artifical Neural Networks: Download

Unit-3:
Electric Load forecasting : Download
Pattern Recognition: Download
System Identification: Download

Unit-4:
Fuzzy Logic : Download

Unit-5:
Applications of FUZZY Logic to Electrical Systems: Download