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080290088 Genetic Algorithms ECE 8th Semester Anna University Coimbatore Syllabus Regulation 2008

Anna university Coimbatore Syllabus

080290088 Genetic Algorithms ECE 8th Semester Anna University Coimbatore Syllabus Regulation 2008

Department of Electronics and Communication Engineering 


Meant for Anna University Coimbatore


Syllabus 
(Regulation 2008/2010)
___________________________________________________________________________________
Details:
University:Anna University
Year: Fourth Year
Department: B.E Electronics and Communication Engineering 
Semester:  (VIII) 
Content: 080290088 Genetic Algorithms ECE 8th Semester Anna University Coimbatore Syllabus Regulation 2008
Post Type: Syllabus



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UNIT I                                                                                                                                   

Fundamentals of genetic algorithm: A brief history of evolutionary computation- biological terminology-search space -encoding- reproduction-elements of genetic algorithm-genetic modeling-comparison of GA and traditional search methods-

UNIT II                                                                                                                                    
Genetic technology: steady state  algorithm -  fitness  scaling  -  inversion- Genetic programming - Genetic Algorithm in problem solving

UNIT III                                                                                                                                   
Genetic Algorithm in engineering and optimization-natural evolution Simulated annealing and Tabu search -Genetic Algorithm in scientific models and theoretical foundations-

UNIT IV                                                                                                                                  
Implementing a Genetic Algorithm computer implementation - low level operator and knowledge based techniques in Genetic Algorithm-

UNIT V                                                                                                                                    
Applications of Genetic based machine learning-Genetic Algorithm and parallel processors- composite laminates- constraint optimization- multilevel optimization- real life problem-
TOTAL: 45



REFERENCES:.


1- Melanie Mitchell- An introduction to Genetic Algorithm’- Prentice-Hall of India- New
Delhi- Edition: 2004
2- David-E-Golberg- Genetic algorithms in search- optimization and machine learning’- Addision-Wesley-1999
3-  S-Rajasekaran  and  G-A  Vijayalakshmi  Pai-’Neural  Networks-  Fuzzy  logic  and
Genetic Algorithms- Synthesis and Applications- Prentice Hall of India- New Delhi-
2003
4-  Nils-J-Nilsson-  Artificial  Intelligence-  A  new  synthesis-  Morgan  Kauffmann

Publishers Inc- San Francisco-California-1998


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