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Syllabus || SNS Courseware
Subject Details
Dept     : EEE
Sem      : 7
Regul    : 2019
Faculty : SHARMILA S
phone  : NIL
E-mail  : sharmila.s.eee@snsct.org
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Syllabus

UNIT
1
AI FUNDAMENTALS

History and Introduction, Intelligence, Communication, Learning, Artificial Intelligence, Importance, Definitions, Programming Methods, Techniques, Progress of Artificial Intelligence, Growth of AI, AI and Industry, AI and the world, Current Trends in Applied AI, Modeling, Simulation and AI, Intelligent Systems, Role of IS, Comparisons with conventional programs

UNIT
2
NEURAL NETWORK 6NEURAL NETWORK 6

Artificial Neural Network: introduction - difference between human machine and intelligence - neural network models- architectures – knowledge representation– learning process

UNIT
3
FUZZY LOGIC

Introduction– fuzzy sets - membership function –fuzzy inference -properties of fuzzy sets, fuzzification, arithmetic operations of fuzzy numbers-defuzzification methods

UNIT
4
GENETIC ALGORITHM

Introduction-encoding –fitness function-reproduction operators-genetic modeling –genetic operators- cross over and mutation- generational cycle-convergence of genetic algorithm

UNIT
5
AI APPLICATIONS

Applications of AI techniques- load forecasting – load flow studies – economic load dispatch – load frequency control-Electric Vehicles

Reference Book:

1 Padhy. N.P, “Artificial Intelligence and Intelligent Systems”, OXFORD University Press, New Delhi, 2005 2 Stamations V., Kartalopoulos, “Understanding Neural Networks and Fuzzy Logic: Basic concepts and Applications”,Prentice Hall India Private Limited, New Delhi, 2002 3 AbhisekUkil, “Intelligent Systems and Signal Processing in Power Engineering, SpringerBerlin Heidelberg, New York, 2007

Text Book:

1 Rajasekaran. S and Pai. G. A. V, “Neural Networks, Fuzzy Logic & Genetic Algorithms”- PHI, New Delhi, 2003. 2. Kevin Warwick, Arthur Ekwue and Raj Aggarwal , “Artificial Intelligence Techniques in Power Systems”, IEE Power Engineering Series, UK,1997