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Introduction to Genetic Algorithms
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Paperback
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Artikel-Nr:
9783642092244
Veröffentl:
2010
Einband:
Paperback
Erscheinungsdatum:
15.10.2010
Seiten:
464
Autor:
S. N. Deepa
Gewicht:
698 g
Format:
235x155x25 mm
Sprache:
Englisch
Beschreibung:
The basic concept of Genetic Algorithms is designed to simulate processes in natural system necessary for evolution, specifically those that follow the principles first laid down by Charles Darwin of survival of the fittest. This book is designed to provide an in-depth knowledge on the basic operational features and characteristics of Genetic Algorithms. The various operators and techniques given in the book are pertinent to carry out Genetic Algorithm Research Projects. The book features basic concepts, several applications of genetic algorithms and solved genetic problems using MATLAB software and C/C++. It is written for a wide range of readers who wish to learn the basic concepts of genetic algorithms with a minimal effort.
This book offers a basic introduction to genetic algorithms. It provides a detailed explanation of genetic algorithm concepts and examines numerous genetic algorithm optimization problems. In addition, the book presents implementation of optimization problems using C and C++ as well as simulated solutions for genetic algorithm problems using MATLAB 7.0. It also includes application case studies on genetic algorithms in emerging fields.
Evolutionary Computation.- Genetic Algorithms.- Terminologies and Operators of GA.- Advanced Operators and Techniques in Genetic Algorithm.- Classification of Genetic Algorithm.- Genetic Programming.- Genetic Algorithm Optimization Problems.- Genetic Algorithm Implementation Using Matlab.- Genetic Algorithm Optimization in C/C++.- Applications of Genetic Algorithms.- to Particle Swarm Optimization and Ant Colony Optimization.