B.TechSemester 32021-22Introduction To Soft ComputingKOE-036

Introduction To Soft Computing (KOE-036) - AKTU Question Paper 2021-22

B.Tech · Semester 3 · Free PDF Download

This is the official AKTU Introduction To Soft Computing Previous Year Question Paper for B.Tech Semester 3, academic session 2021-22. Published by Dr. A.P.J. Abdul Kalam Technical University (AKTU/UPTU), Lucknow. Free PDF download — no login required.

Course:B.Tech

Semester:Semester 3

Session:2021-22

University:AKTU / UPTU

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Questions Asked in 2021-22

Introduction To Soft Computing (KOE-036) — extracted question text

Section AAttempt all q u e s t i o n s i n b r i e f . 2*10 = 20

a
How can we count the layer s in a neural network? 1
b
Why single layer perceptron is used? 1
c
Why is fuzzy logic leading t o more human intelligent machines? 2
d
How can you improve decision making? 2
e
How ANFIS works in Matlab? 3
f
How does classification and regression tree work? 3
g
Which GA operation is comput ationally most expensive? 4
h
How is fitness genetic algorithm calculated? 4 (i) Which type of searching is used by genetic algorithm? 5 (j) Which two technologies are c ombined for neuro-fuzzy hybrid systems? 5

Section BAttempt any three o f t h e f o l l o w i n g : 10*3 = 30

a
Define an artificial neural network. State the characterist ics of an artificial neural network
b
Explain the different types o f Operation used in Fuzzy Set with suitable examples
c
Name some application of K ohonen’s self-organizing network. W h a t are the properties of adaptive resonance theory?
d
Explain Travelling salesman Problem using genetic problem w ith example
e
Use GA to solve the follo wing non-linear programming problem: Minimize (x - 2.5)2+ (y - 5)2 subject to 5.5x + 2y2- 18 ≤ 0, 0≤x, y≥5

Section CAttempt any one p a r t o f t h e f o l l o w i n g : 10*1 = 10

a
Why neural network is also c alled as parallel distributed processing? 1
b
What are the applications of Supervised Machine Learning in Modern Businesses?
a
Explain with a neat diagram the neural network architecture o f multilayer feed forward network
b
Find the algebraic sum of two fuzzy sets A={(3, 0.5) (5,1)(7, 0.6)} and
```
‘B’ and B={(3, 1)(5, 0.6)}
```
a
What is the difference betw een an artificial neural network (ANN) and an adaptive neuro-fuzzy inference system (ANFIS)?
b
How to implement Neuro Fuzzy Modeling for Regression Test C ases Prioritization?
a
What is meant by survival of the fittest and give one specific example? 4
b
What are the various types of mutation techniques in soft c omputing? Also explain their types
a
Show how fuzzy logic control and genetic algorithm based st ructural optimization can be used for plant control applications
b
How computational time of the MATLAB Simulation can be calculated?

Question text is extracted from the official AKTU question paper PDF above. Check the original PDF for equations, diagrams and complete wording. Extracted: 2026-08-23.

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