Fuzzy Logic & Neural Networks Detailed Syllabus for Mechatronics M.Tech first year second sem is covered here. This gives the details about credits, number of hours and other details along with reference books for the course.
The detailed syllabus for Fuzzy Logic & Neural Networks M.Tech 2017-2018 (R17) first year second sem is as follows.
M.Tech. I Year II Sem.
UNIT- I : Fuzzy Set Theory and Fuzzy Logic Control:
Basic concepts of fuzzy sets- Operations on fuzzy sets- Fuzzy relation equations- Fuzzy logic controlFuzzification –Defuzzificatiuon- Knowledge base- Decision making logic- Membership functions – Rule base.
UNIT- II : Adaptive Fuzzy Systems:
Performance index- Modification of rule base0- Modification of membership functions- Simultaneous modification of rule base and membership functions- Genetic algorithms-Adaptive fuzzy system Neuro fuzzy systems.
UNIT- III : Artificial Neural Networks:
Introduction- History of neural networks- multilayer perceptions- Back propagation algorithm and its Variants- Different types of learning, examples.
UNIT- IV : Mapping and Recurrent Net works:
Counter propagation –Self organization Map- Congnitron and Neocognitron- Hopfield Net- Kohonnen Nets- Grossberg Nets- Art-I, Art-II reinforcement learning
UNIT- V : Case Studies:
Application of fuzzy logic and neural networks to Measurement- Control- Adaptive Neural Controllers – Signal Processing and Image Processing
TEXT BOOK:
- Vallum B. R And Hayagriva V.R C++, Neural networks and Fuzzy logic, BPB Publications, New Delhi, 1996
REFERENCE BOOKS:
- Fuzzy logic &Neural Networks/ Chennakesava R. Alavala/ New Age International, 2008
- Neural Networks for control, Millon W. T, Sutton R.S and Werbos P.J, MIT Press 1992
- Fuzzy sets Fuzzy logic, Klir, G.J anfd Yuan B.B Prentice Hall of India Pvt. Ltd.,, New Delhi
- Neural Networks and Fuzzy systems, Kosko.. Prentice hall of India Pvt. Ltd.,, New Delhi 1994
- Introduction to Fuzzy control, Dirankov D. Hellendoorn H, Reinfrank M., Narosa Publications House, New Delhi 1996
- Introduction to Artificial Neural systems, Zurada J. M Jaico Publishing House, New Delhi 1994
For all other M.Tech 1st Year 2nd Sem syllabus go to JNTUH M.Tech Mechatronics 1st Year 2nd Sem Course Structure for (R17) Batch.
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