Download GTU BE/B.Tech 2018 Winter 7th Sem New 2172009 Soft Computing Applications Question Paper

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GUJARAT TECHNOLOGICAL UNIVERSITY
BE - SEMESTER-VII (NEW) EXAMINATION - WINTER 2018

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Instructions:

1. Attempt all questions.

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2. Make suitable assumptions wherever necessary.
3. Figures to the right indicate full marks.

MARKS

Q.1 (a) Explain Mamdani Architecture in detail. 03
(b) Define characteristics of neural networks. 04

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Q.2 (a) Discuss the Value Encoding. 03
(b) Define and explain the unsupervised learning. 04
(c) Define Soft Computing. Explain its importance. How is Soft 07
Computing different from Hard Computing?

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OR

(c) Discuss Kohonen’s self organizing networks in detail. 07

Q.3 (a) Discuss the Tree Encoding 03
(b) Explain sugeno Architecture in detail. 04
(c) Explain Adaptive Resonance Theory. 07

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OR

Q.3 (a) Discuss the Permutation Encoding. 03
(b) Enlist and explain different of defuzzification in brief. 04
(c) Explain MLP problem with linear activation function. 07

Q.4 (a) Explain the working of artificial neuron. 03

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OR

Q.4 (a) What is NETTALK? 03
(b) State the features of membership functions 04

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Q.5 (a) Give the advantages of Neural Network. 03
(b) What are the applications of genetic algorithm? 04
(c) With a suitable case explain application of soft computing in detail. 07

OR

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Q.5 (a) What is Neocognitron? 03
(b) Explain the working principle of genetic algorithm. 04
(c) Write short note on AI vs ANN. 07

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