AI APPLICATIONS TO ELECTRICAL SYSTEMS Free videos , Free Tutorials , Free Course
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Created by Gust MLast updated Fri, 15-Jan-2021English
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Curriculum for this course
41 Lessons
00:00:00 Hours
What is Artificial Intelligence (AI)
7 Lessons
Artificial Intelligence (AI)
Importance of AI
Approaches to AI
Symbolic Reasoning System
Rule based Systems
Knowledge Representation
Expert Systems
ANN APPLICATIONS TO ELECTRICAL SYSTEMS
6 Lessons
INTRODUCTION
ARTIFICIAL NEURAL NETWORK MODELING
DIFFERENT TYPE OF ANN ARCHITECTURE
ANN APPLICATIONS IN POWER SYSTEM
Neural Networks in Control Engineering
Pattern Recognition
Fuzzy logic
14 Lessons
ADALINE and MADALINE Models
INTRODUCTION
Classical set
Industrial Applications
Concept of Fuzziness
Fuzzy Sets
Fuzzy Properties and Operations
Properties of the operations with crisp sets and fuzzy sets
Fuzzy Inferencing
Fuzzification
Defuzzification
Membership Functions
Fuzzy Rule Base
Fuzzy Logic Controller Design
ARTIFICIAL NEURAL NETWORKS
12 Lessons
ADVANTAGES
Artificial Neural Network Terminologies
ADVANTAGES
LIMITATIONS OF ANN
McCulloch Pitts Neuron Model
Back Propagation (BP) Algorithm
BUILDING BLOCKS OF ARTIFICAL NEURAL NETWORK
Perceptron Networks
Perceptron Learning
Basics of ANN
WORKING OF ANN
ANN CHARACTERISTICS
FUZZY LOGIC APPLICATIONS TO ELECTRICAL SYSTEMS
2 Lessons
Automatic Voltage Regulator
Transient stability analysis
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