Syllabus of Anna University Coimbatore B.Tech IT Genetic Algorithms And Applications


This resource provides you the information about syllabus of B.Tech Genetic Algorithms And Applications in Anna University of Technology Coimbatore

University : Anna University of Technology Coimbatore
Discipline : Information Technology
Degree : Bachelor of Technology (IT)
Regular : Full time

Subject Title: Genetic Algorithms And Applications

UNIT – I INTRODUCTION TO EVOLUTIONARY COMPUTATION
Biological and artificial evolution - Evolutionary computation and AI - Different
historical branches of EC-GAs- EP- ES- GP - A simple evolutionary algorithm.

UNIT- II SEARCH AND SELECTION OPERATORS
Recombination/Crossover for strings- one-point- multi-point-uniform crossover
operators - Mutation for strings- bit-flipping - Recombination/Crossover and
mutation rates - Recombination for real-valued representations- Fitness
proportional selection and fitness scaling – Ranking methods – Tournament
selection.

UNIT – III EVOLUTIONARY COMBINATORIAL OPTIMIZATION
TSP - Evolutionary algorithms for TSPs – Hybrid evolutionary and local search
algorithms.Schema theorems - Convergence of EAs - Computational time
complexity of EAs - No free lunch theorem.

UNIT – IV CONSTRAINT HANDLING
Common techniques- penalty methods- repair methods - Analysis -Some
examples.
Pareto optimality - Multiobjective evolutionary algorithms.

UNIT – V GENETIC PROGRAMMING
Trees as individuals - Major steps of genetic programming-, functional and
terminal sets- initialization- crossover-mutation- fitness evaluation - Search
operators on trees – Examples.

REFERENCES
1. Goldberg and David E, "Genetic Algorithms in Search. Optimization and
Machine Learning", Pearson Education, New Delhi, 2006.
2. Kalyamoy Deb, "Multiobjective Optimization using Evolutionary
Algorithms", John Wiley & Sons, First Edition, USA, 2003.
3. Koza, John, Wolfgang Banzhaf, Kumar Chellapilla, Kalyanmoy Deb, Marco
Dorigo, David Fogel, Max Garzon, David Goldberg, Hitoshi Iba, and Rick
Riolo(Eds.), "Genetic Programming", Academic Press. Morgan
Kaufmann, USA, 1998.
4. John R.Koza, Forrest H Bennett III , David Andre, Martin A Keane, "Genetic
Programming III:Darwinian Invention and Problem Solving" Morgan
Kaufmann, USA, 1999.


Reference: www.annauniv.ac.in


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