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Wednesday, September 2, 2015

Question Paper of "NEURAL NETWORKS & FUZZY LOGICS" for M. Tech (ECE) (Sem.-1st), SUBJECT CODE: EC-505, Paper ID [ E0497], PTU Question Paper.









ptupaper.com
Roll No…….
Total No. of Questions: 08

M. TECH. (ECE), 2014
NEURAL NETWORKS & FUZZY SYSTEMS
PAPER CODE: EC-505
PAPER ID: [E0497]

Time: 3 Hours                                                              Max. Marks: 100
Note: Attempt any five questions out of eight.
Q1. Explain the concept of pattern recognition using Neural Networks.
(20)
Q2. (a) Discuss salient features of Competitive Learning.
(10)
(b) Explain Kohonen self-organizing maps.
(10)
Q3. Explain in detail the various linear and nonlinear activation functions used in ANN.
(20)
Q4. (a) Draw and explain the architecture of Back Propagation Network (BPN).
(10)
(b) Explain ART Networks.
(10)
Q5. Compare and evaluate various de-fuzzification methods.
(20)
Q6. Explain the architecture and training algorithm used in Hopfield network.
(20)
Q7. What is the difference between similarity and possibility approaches for fuzzy databases? Give examples. What are the advantages and disadvantages of these approaches?
(20)
Q8. Write short notes on:
(a) Supervised Learning
(b) MADALINE
(c) RBF nets



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