Kniha BMPGA: A Bi-objective Multi-population Genetic  Algorithm Jie Yao

BMPGA: A Bi-objective Multi-population Genetic Algorithm

with Applications to Multi-modal Optimization Problems

Autor: Jie Yao
Jazyk: Angličtina
Väzba: Brožovaná
Dostupnosť: U vydavateľa na objednávku
Odosielame za 17-27 dní
77.41
This dissertation presents a novel Bi-objective§Multi-population Genetic Algorithm (BMPGA) for§multi...

Informácie o knihe

Autor
Jazyk
Angličtina
Väzba
Kniha - Brožovaná
Vydalo
2009
Stránok
212
EAN
9783639105902
Enbook ID
06819553
Hmotnosť
332
Rozmery
150 x 220 x 13

Kompletný popis

This dissertation presents a novel Bi-objective§Multi-population Genetic Algorithm (BMPGA) for§multimodal optimization problems. BMPGA is§distinguished by its use of two separate but§complementary fitness objectives designed to enhance§the diversity of the overall population and§exploration of the search space. This is coupled with§a multi-population strategy and a clustering scheme,§both of which together focus selection pressure§within sub-populations, resulting in improved§exploitation of promising optimum areas as well as§effective identification and retention of potential§optima. §The practical value of BMPGA is demonstrated in§several applications including optimization of§benchmark multimodal functions and detection of§imagery ellipses. BMPGA is compared with widely used§algorithms and exhibits solid advantages over them.§BMPGA is also extended to the segmentation of§microscopic cells, which is a necessary first step of§many automated biomedical image processing §procedures.

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