M Tech (Computer Science and Applications):Soft Computing and Applications

Thapar University
In Patiala

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Important information

  • Master
  • Patiala
Description

Important information
Venues

Where and when

Starts Location
On request
Patiala
Thapar University P.O Box 32, 147004, Punjab, India
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Course programme

Introduction of Soft Computing: Introduction to soft computing techniques, Basic concepts of fuzzy logic, Artificial neural networks, Genetic algorithm and probabilistic reasoning, Application areas of soft computing techniques.
Fuzzy Systems: Definition and basic operations on fuzzy sets, Membership functions, Fuzzy Petri Net(FPN), Forward and backward reasoning in FPN, Fuzzy sets applications: Approximation reasoning, Fuzzy controllers and cluster Analysis.

Neural Networks: Mathematical essence and structures of artificial neural networks, Learning performance and enhancement, Basis function networks, Self-Organizing maps, Application in forecasting and classification, Basic structure of Fuzzy Neural Networks.
Genetic Algorithms: Introduction of Genetic Algorithms, Mathematical Foundations of Genetic Algorithms, Implementation of Genetic Algorithms, Applications of Genetic Applications

Laboratory Work: The laboratory work will be based on implementation of Algorithms for Fuzzy Sets, Neural Networks and Genetic Algorithms.


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