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1st September 2017, 12:25 PM
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Join Date: Aug 2012
Re: UPTU Soft Computing Syllabus

I am providing you the syllabus of Soft Computing of B.Tech (Inf. Tech) Semester VIII of Uttar Pradesh Technical University, Lucknow.

UPTU B.Tech (Inf. Tech) Semester VIII Soft Computing syllabus

Unit-I: ARTIFICIAL NEURAL NETWORKS
Basic concepts - Single layer perception - Multilayer Perception - Supervised and
Unsupervised learning - Back propagation networks - Kohnen's self organizing networks- Hopfield network.

Unit-II: FUZZY SYSTEMS

Fuzzy sets and Fuzzy reasoning - Fuzzy matrices - Fuzzy functions - Decomposition -
Fuzzy automata and languages - Fuzzy control methods - Fuzzy decision making.

Unit-III: NEURO - FUZZY MODELING

Adaptive networks based Fuzzy interface systems - Classification and Regression Trees -
Data clustering algorithms - Rule based structure identification - Neuro-Fuzzy controls -
Simulated annealing - Evolutionary computation.

Unit-IV: GENETIC ALGORITHMS

Survival of the Fittest - Fitness Computations - Cross over - Mutation - Reproduction -
Rank method - Rank space method.

Unit-V: SOFTCOMPUTING AND CONVENTIONAL AI

AI search algorithm - Predicate calculus - Rules of interference - Semantic networks -
Frames - Objects - Hybrid models - Applications.

Books:

1. Jang J.S.R., Sun C.T. and Mizutani E, "Neuro-Fuzzy and Soft computing",
Prentice Hall 1998.

2. Timothy J. Ross, "Fuzzy Logic with Engineering Applications", McGraw Hill,
1997.

3. Laurene Fausett, "Fundamentals of Neural Networks", Prentice Hall, 1994.

4. George J. Klir and Bo Yuan, "Fuzzy sets and Fuzzy Logic", Prentice Hall, USA
1995.

5. N. J. Nelsson, "Artificial Intelligence - A New Synthesis", Harcourt Asia Ltd.,
1998.

6. D.E. Goldberg, "Genetic Algorithms: Search, Optimization and Machine
Learning", Addison Wesley, N.Y, 1989.

Contact-

Dr. A.P.J.ABDUL KALAM TECHNICAL UNIVERSITY, LUCKNOW, UTTAR PRADESH
Dr. A.P.J.ABDUL KALAM TECHNICAL UNIVERSITY, Sector 7, Sai Vihar Colony, Naya Khera, Jankipuram Extension, Lucknow, Uttar Pradesh 226031


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