Soft Computing

  • Computing & Information Technology |

Description

This course introduces soft computing methods which, unlike hard computing, are tolerant of imprecision, uncertainty and partial truth. The principal constituents of soft computing are fuzzy logic, neural network theory, support vector machines and genetic algorithms.

Program

Computer Science Program.

Objectives

  • 1. Understand the difference between hard and soft computing methods.
    2. Be able to apply several soft computing techniques for learning from experimental data.
    3. Understand what is fuzzy logic and apply it in various applications
    4. Apply neural networks to solve soft computing problems
    5. Model problems using support vector machine
    6. Use genetic algorithms to solve soft computing problems

Textbook

S. N. Sivanandam and S. N. Deepa, Principles of Soft Computing, WILEY

Course Content

content serial Description
1Introduction to Optimization
2Genetic Algorithms
3Genetic Programming and Evolutionary Strategies
4Introduction to Artificial Neural Networks
5Applications of ANN
6Neural Network Learning
77-th week exam
8Introduction to Fuzzy logic
9Fuzzy Rules
10Fuzzy Inference
11Particle Swarm Optimization
1212-th week exam
13Soft computing applications
14Comparison of soft computing approaches
15Revision
16Final exam
1Introduction to Optimization
2Genetic Algorithms
3Genetic Programming and Evolutionary Strategies
4Introduction to Artificial Neural Networks
5Applications of ANN
6Neural Network Learning
77-th week exam
8Introduction to Fuzzy logic
9Fuzzy Rules
10Fuzzy Inference
11Particle Swarm Optimization
1212-th week exam
13Soft computing applications
14Comparison of soft computing approaches
15Revision
16Final exam

Markets and Career

  • Generation, transmission, distribution and utilization of electrical power for public and private sectors to secure both continuous and emergency demands.
  • Electrical power feeding for civil and military marine and aviation utilities.
  • Electrical works in construction engineering.

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