REFERENCES

 

 

·        Dubois, D. and Prade, H. (1980), Fuzzy Sets and Systems - Theory and Applications, Academic Press, New York

·        Dayoff, J. E. (1990), Neural Networks architecture : An introduction, Van Nostrand Reinhold, New York

·        Goldberg, D. E. (1989), Genetic Algorithms in Search, Optimization, and Machine Learning, Addison-Wesley Publishing Company, Inc. Reading MA.

·        Recent research papers appearing in Journals such as AIEDM, Artificial Intelligence in Engineering, Expert Systems with applications, Neural Networks, Neural Computation. IEEE Journals etc.

 

 

NEW USEFUL REFERENCE
FROM IIT KHARAGPUR

 

 

Soft Computing

Author(s): D. K. Pratihar

 

ISBN:    978-81-7319-866-3 
Publication Year:   2007
Pages:   250  

About the book

 

This book starts with an introduction to soft computing, a family consisting of many members, namely Genetic Algorithms (GAs), Fuzzy Logic (FL), Neural Networks (NNs) and others. To realize the need for a non-traditional optimization tool like GA, one chapter is devoted to explain the principle of traditional optimization. The working cycle of a GA is explained in detail. The mechanisms of some specialized GAs are then discussed with appropriate examples. Fuzzy sets are introduced before explaining the principle of fuzzy reasoning and clustering. The fundamentals of NNs are presented, prior to the discussion on various forms of NN. The combined techniques, such as GA-FL, GA-NN, NN-FL and GA-FL-NN are explained in the last three chapters.

 

 

 

LECTURE NOTES

 

Lecture notes are prepared based on published text-books,

reference books, reports, papers, own research work and

available lecture materials available on various web-sites etc.

The study materials used from various sources

for lecture notes preparation is gratefully acknowledged.

 

 

 Lecture Notes   

 

 

 

 

Fuzzy Logic

 

Genetic Algorithm

 

Neural Networks

 

Probabilistic Reasoning

 

 

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Closing Lecture

 

 

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Lecture 10

 

 

 

 

 

Lecture 11

 

 

 

 

 

Lecture 12 (CPN)

 

 

 

Group Project Information   

 

·         Group of 5 students.

 

§         Group project presentation will be held on – 30-31st October 2010.   

§         These days are week-ends and all the students must be present during presentations/demos for evaluation.

 

 

New: Project-cum-Demo and Group Details

 

(Click here)

 

 

 

 

 

 

On net

 

·        What is fuzzy logic? - A Word Definition From the Webopedia Computer Dictionary

·        Fuzzy Control Tutorial