INSTITUTE OF AERONAUTICAL ENGINEERING (Autonomous)
M.Tech II Semester End Examinations (Regular) - July, 2017 Regulation: IARE–R16
INTELLIGENT CONTROLLERS (Power Electronics and Electrical Drives)
Time: 3 Hours
Max Marks: 70 Answer ONE Question from each Unit All Questions Carry Equal Marks All parts of the question must be answered in one place only UNIT – I
1. (a) What are the various activation functions? Explain them schematically?
[7M]
(b) What are the major aspects of parallel distributed model?
[7M]
2. (a) Derive the convergence theorem for perceptron learning rule?
[7M]
(b) What are the deficiencies of back propagation algorithm? Explain various methods employed to overcome the deficiencies of back propagation algorithm. [7M] UNIT – II 3. (a) Retrieve the associated pair for X3 using Kosko’s BAM?. X1 =( 1 -1 -1 -1 -1 1) Y1 =( 1 1 -1 -1 -1) X2 =(-1 1 1 -1 -1 -1) Y2 =( 1 -1 1 -1 -1) X3 =(-1 -1 1 -1 1 1) Y3 =(-1 1 1 1 -1)
[7M]
(b) Explain the generalized delta rule in recurrent networks.
[7M]
4. (a) Describe the vector quantization scheme.
[7M]
(b) What is Kohonen network? Explain?
[7M] UNIT – III
5. (a) What are the operations on fuzzy set? Explain. (b) What are fuzzy relations? Explain them?. 6. (a) Explain Mamdani inference mechanism. (b) What are various defuzification methods? Explain any two?
[7M] [7M] [7M] [7M]
UNIT – IV 7. (a) Compare and contrast Genetic algorithm with other optimization techniques. (b) Mention different types of mutation process.
[7M] [7M]
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8. (a) Differentiate between Roulette wheel selection and tournament selection. (b) Compare and contrast multilevel optimization and combinatorial optimization.
[7M] [7M]
UNIT – V 9. (a) Explain the application of neural network for robot arm dynamics. (b) Explain how fault is diagnosed using fuzzy logic control. 10. (a) Give a short description on GA based transportation problems?. (b) Maximize the function f(x) =
X2
[7M] [7M] [7M]
over the range of integers from 0 to 31 using genetic algorithm. [7M] −◦◦ ◦◦−
(a) Describe the vector quantization scheme. [7M]. (b) What is Kohonen network? Explain? [7M]. UNIT â III. 5. (a) What are the operations on fuzzy set? Explain.
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