AI Techniques — Summer 2024

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.

Discuss importance of learning in ANN and different kinds of ANN learning strategies.

Write a note on feed forward neural network architecture with suitable diagram.

Explain and compare various fuzzy implication methods.

What is fuzzification & defuzzification? Give the difference between crisp and fuzzy set.

Describe the genetic algorithm. What makes it differ from other conventional search methods and optimization strategies.

Discuss various steps required to solve optimization problem using GA.

What is the potential utility of fuzzy logic in power system voltage control?

Describe the application of AI to the assessment of power system state security.

Describe the application of neural networks in load forecasting.

Describe following selection strategies for chromosomes with reference to GA Roulette-wheel selection, Rank selection, Tournament selection.

What do you mean by membership function in fuzzy? Discuss different types of membership functions in brief.

Describe the backpropagation algorithm used in multi layer neural network training with suitable diagram.

Explain any three cross-over techniques with the help of suitable example.

How GA used in unit Commitment in power system?

Explain Fuzzy complement, union, and intersection with any appropriate example.

What does GA mutation mean? How can mutation be applied, Describe the different programming logics employed in the same.