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Carte Exploring Genetic Algorithm's Selection Approaches Pandey Hari Mohan

Exploring Genetic Algorithm's Selection Approaches

Theory, Implementations and Statistical Analysis

Autor: Pandey Hari Mohan
Limbă: engleză
Legare: Carte broșată
Editura: Scholars' Press
Disponibilitate: În depozitul extern
Expediem în 5-8 zile
221.45 lei
Genetic algorithms are optimization search algorithms that maximize or minimizes given functions. Id...

Informații despre carte

Autor
Pandey Hari Mohan
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2015
Pagini
68
EAN
9783639769326
ISBN
3639769325
Enbook ID
02873366
Editura
Scholars' Press
Greutate
113
Dimensiuni
152 x 229 x 4

Descriere completă

Genetic algorithms are optimization search algorithms that maximize or minimizes given functions. Identifying the appropriate selection technique is a critical step in genetic algorithm. The process of selection plays an important role in resolving premature convergence because it occurs due to lack of diversity in the population. Therefore selection of population in each generation is very important. The objective of the research is to investigate the performance of the GA with different selection strategies in terms of minimizing the distance required for covering all the cities in TSP, number of generations required to achieve convergence and execution time to come out with the optimal solution for TSP. Overall, a statistical tests are conducted for the performance significance of the selection strategies.

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