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) — complete question paper

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. Hindi translations are omitted — every question is printed in English in the original paper. Last verified: 2026-08-23.

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