The Role of Selection in Genetic Algorithms

Language: English

Published by LAP LAMBERT Academic Publishing, 2017

3659891908 / 9783659891908

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nach der Bestellung gedruckt Neuware - Printed after ordering - Genetic algorithm has become a suitable searching or optimization tool for solving many complex problems comparing with the traditional search techniques. Genetic algorithm contains many manipulations to speed up and improve the genetic algorithm performance; one of these manipulations is the selection operations. The selection refers to select the best individual in the population and make it as parent in the next generation; the worst individual may be not select always. This process is done by using many different selection schemes. Three problems, Traveling Salesman Problem, Knapsack Problem and Solving Instantaneous Linear Algebraic Equation Problem are solved in this thesis by genetic algorithms with six different selection strategies, these schemes, the implementation, discussion of their effects on the performance of genetic algorithm and comparison between them as well as with the other works which are illustrated in this thesis. Finally, it is found that the uses of selection mechanisms are important to make genetic algorithm less susceptible to premature convergence and speed up the search process of finding the optimal solution.…

Seller Inventory # 9783659891908

Title
The Role of Selection in Genetic Algorithms
Author
Ali Shakir
Publisher
LAP LAMBERT Academic Publishing
Publication year
2017
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3659891908
ISBN 13
9783659891908
Item weight
149 grams
Dimensions
220x150x6 mm

AHA-BUCH GmbH

Einbeck, Germany

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AbeBooks seller since August 14, 2006

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