SYLLABUS OF SOFT COMPUTING

S.No Topic Books to be Referred

Topic

1 Introduction to soft computing Jang Chapter 12 Fuzzy sets to membership functions Ross Chapter 2,3

etc3 Formulation and parameterization Notes on

linguistic variables

4 Fuzzy rules and fuzzy reasoning extension principle

Jang Chap 2

5 Fuzzy relations and fuzzy if then rules Rajasekhran and pai

Modens ponens and

modens tollens6 Madani and sugeno fis Matlab help Simulation

tool fuzzy7 Input partitioning and modelling Jang Chapter 48 Chapter 2 optimization Jang Chap

5(5.1,5.2,5.3) 9 Derivative based optimization Beale Chap 8,910 Jang 6.511 Derivative free optimization

GA GoldbergLugar

chapter 1 and 2

(or)

Problem on TSP

12 SA Notes13 Random search Jang14 Downhill search Notes Tanuja15 NN16 McCulloch Pitt, Types of Models, Neural

processing, Learning(Hebbian, Perceptron, Delta, Widrow Hoff, Winner take all)

Zurada Chapter 2

17 EBPTA Zurada Chapter 44.2 to 4.5

(No derivations)

18 RBF SB Notes Refer Simon Haykin for

simple problems

19 Competitive nets Zurada Chapter 7.520 Kohenen , LVQ Beale Chapter 14.7,

14-16(or)

same topics can be covered from the book

ANN by Ranga

Malhotra21 Nuero fuzzy modelling (ANFIS) Jang Chapter 12.1-

CANFIS 12.4Chapter 13.1-

13.422 Application

1. Character recognitionZURADA

2. Inverse kinematics Matlab help Note: - it is included in the

syllabus of robotics.

3. automobile fuel efficiency Matlab help4. soft computing for color recipe Jang Chapter 22

22.1-22.3

Distribution of marksFuzzy 30 marksANN 30 marksOptimization 15 marksNeuro fuzzy 15 marksApplications 10 marks