An Initiative of Ministry of Education under the National Mission on Education through ICT

Soft Computing Tools in Engineering Lab

Broad Areas of Virtual Labs
Computer Science & Engineering
IIT KHARAGPUR
Introduction
In recent times, engineers have very well accepted soft computing tools such as Fuzzy Computing, Neuro-Computing, Evolutionary Computing, Probabilistic Computing, and Immunological Computing etc. for carrying out various numerical simulation studies. In last two decades, these tools independently as well as in hybrid forms has been successfully applied to varieties of problems.

The main objective of the proposed virtual lab is to introduce students about the latest Computational Intelligence Tools ( also known as soft computing tools). The training of these tools will be useful to develop rigorous applications in the engineering domain.

The experiments cover following broad areas:
Fuzzy Logic
1. Fuzzy Logic Fundamentals and Basic Operations
2. Fuzzy Inference System(FIS)
3. Fuzzy Weighted Average
4. Fuzzy Control

Artificial Neural Networks
5. Neural Networks and Perceptron
6. Multilayer Perceptron
7. Radial Basis Function
8. Probabilistic Neural Networks

Evolutionary Algorithms (EA)
9. Introduction to EA
10. Binary and Real Coded genetic Algorithms
11. Genetic Expression Programming

Probabilistic Reasoning
12. Introduction to Probabilistic Reasoning and Baayesian Networks Application

Objective

The main objective of the proposed virtual lab is to introduce students about the latest Computational Intelligence Tools ( also known as soft computing tools). The training of these tools will be useful to develop rigorous applications in the engineering domain.

Target Audience

  • UG
    • Undergraduate students
  • PG
    • Post-graduate students

Course Alignment

The lab contents are chosen such that it covers the syllabi of the Soft Computing course's of various universities.
  1. IIT Kharagpur

Allocated University

No university information available.

Reference Books

No reference books available.

Lab Contact Person

Prof. Sudhir Kumar Barai,
Professor,
Civil Engineering
+91-3222-283408