National Institute of Technology Rourkela

राष्ट्रीय प्रौद्योगिकी संस्थान राउरकेला

ଜାତୀୟ ପ୍ରଯୁକ୍ତି ପ୍ରତିଷ୍ଠାନ ରାଉରକେଲା

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Syllabus

Course Details

Subject {L-T-P / C} : ME6072 : Soft Computing Laboratory - II { 0-0-3 / 2}

Subject Nature : Practical

Coordinator : Jonnalagadda Srinivas

Syllabus

Module 1 :

1. Any two Supervised neural network models for character recognition (2 weeks)
2. Neural network training with modified back propagation laws (2 weeks)
3. Adaptive neuro fuzzy inference system (ANFIS) implementation with an example regression problem (2 weeks)
4. New meta-heuristic techniques such as PSO, GA, multi-objective Pareto pattern search etc. (2 weeks)
5. Neural networks and fuzzy logic controller program implementations (2 weeks)

Course Objective

1 .

To enhance the program development skills with updated AI knowledge

2 .

To acquaint with the non-conventional optimization methods

3 .

To employ the toolboxes of Matlab and LabVIEW

4 .

To develop interactive codes required for the project works

Course Outcome

1 .

This laboratory course gives advanced concepts needed for an innovative project work

Essential Reading

1 .

S.N.Sivanandam and S.N.Deepa, Principles of soft computing, Wiley , 2019

Supplementary Reading

1 .

Pratihar,, Soft computing-fundamentals and applications,, Narosa , 2015