Differentiate between AI techniques and alternative approaches toward problem solving. Discuss about AI approaches' qualities and describe the domains in which different AI approaches are applied.
[7 marks]Discuss importance of learning in ANN and different kinds of ANN learning strategies.
[7 marks]Write a note on feed forward neural network architecture with suitable diagram.
[7 marks]Explain and compare various fuzzy implication methods.
[7 marks]What is fuzzification & defuzzification? Give the difference between crisp and fuzzy set.
[7 marks]Describe the genetic algorithm. What makes it differ from other conventional search methods and optimization strategies.
[7 marks]Discuss various steps required to solve optimization problem using GA.
[7 marks]What is the potential utility of fuzzy logic in power system voltage control?
[7 marks]Describe the application of AI to the assessment of power system state security.
[7 marks]Describe the application of neural networks in load forecasting.
[7 marks]Describe following selection strategies for chromosomes with reference to GA Roulette-wheel selection, Rank selection, Tournament selection.
[7 marks]What do you mean by membership function in fuzzy? Discuss different types of membership functions in brief.
[7 marks]Describe the backpropagation algorithm used in multi layer neural network training with suitable diagram.
[7 marks]Explain any three cross-over techniques with the help of suitable example.
[7 marks]How GA used in unit Commitment in power system?
[7 marks]Explain Fuzzy complement, union, and intersection with any appropriate example.
[7 marks]What does GA mutation mean? How can mutation be applied, Describe the different programming logics employed in the same.
[7 marks]