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) — extracted question text · 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. Check the original PDF for equations, diagrams and complete wording. Extracted: 2026-08-23.
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