Application Of Soft Computing (BCS056) - AKTU Question Paper 2024-25
B.Tech · Semester 5 · Free PDF Download
This is the official AKTU Application Of Soft Computing Previous Year Question Paper for B.Tech Semester 5, academic session 2024-25. Published by Dr. A.P.J. Abdul Kalam Technical University (AKTU/UPTU), Lucknow. Free PDF download — no login required.
Course:B.Tech
Semester:Semester 5
Session:2024-25
University:AKTU / UPTU
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Questions Asked in 2024-25
Application Of Soft Computing (BCS056) — complete question paper · 70 marks · 3 Hours
Section AAttempt all questions in brief. 2 x 07 = 14
- aDefine single-layer and multilayer feed-forward networks
- bWhat is recurrent neural network architecture?
- cState two factors that affect backpropagation training
- dMention one application of backpropagation networks
- eWrite two examples of fuzzy to crisp conversion
- fExplain the concept of fuzzy implications
- gList the steps involved in the g enerational cycle of GA
Section BAttempt any three of the following: 07 x 3 = 07
- aExplain the concept of convergence in the context of the per ceptron learning rule
- bDescribe the effect of the learning rule coefficient on the training process in backpropagation networks
- cDescribe the basic concepts o f fuzzy logic with an example
- dDiscuss the process of fuzzifi cation and defuzzification with examples
- eDescribe the role of genetic operators in the GA process
Section CAttempt any one part of the following: 07 x 1 = 07
- aDescribe in detail the various learning techniques used in n eural networks
- bExplain auto-associative and hetero-associative memory with examples
- aCompare and contrast single- layer and multilayer perceptron models
- bExplain how backpropagation me thods solve the limitations of t h e perceptron model
- aExplain the role of fuzzy rel ations in decision-making with examples
- bProvide a detailed analysis of fuzzy logic’s importance in a rtificial intelligence
- aDescribe in detail the algor ithms involved in fuzzification and defuzzification
- bAnalyze the role of fuzzy controllers in industrial automati on with suitable examples
- aProvide a detailed explanati on of the industrial application s of genetic algorithms
- bCompare genetic algorithms wi th traditional optimization techniques
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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