Determination of Practical Genetic Algorithm Parameter Settings

Name: Determination of Practical Genetic Algorithm Parameter Settings
Brand: VDM Verlag Dr. Müller
SKU: 9783639193329
Price: 328.47 PLN
Availability: InStock

Applications to the Operation of Water Distribution Systems

Autor: Matthew Gibbs

Język:

Oprawa: Miękka

Wydawca: VDM Verlag Dr. Müller

Dostępność: Na zamówienie

Wysyłamy za 17-27 dni

328.47 zł

While there has been extensive research demonstrating the potential of Genetic Algorithms (GA) in a...

Informacje o książce

Autor

Matthew Gibbs

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2009

strony

264

EAN

9783639193329

Enbook ID

06827424

Wydawca

VDM Verlag Dr. Müller

Waga

409

Wymiary

150 x 220 x 16

Pełny opis

While there has been extensive research demonstrating the potential of Genetic Algorithms (GA) in a variety of practical applications, the method has not been widely adopted in practice. A significant factor in this lack of uptake is the difficulty in determining appropriate parameter settings to ensure suitable solutions are found. Generally, the most suitable GA parameters must be found for each optimisation problem, and therefore it is expected that the best parameter values would be related to the characteristics of the fitness function. This book suggests two approaches for setting GA parameter values. The first is a simple method based on population convergence due to genetic drift only, while the second considers convergence of the population due to selection pressure, taking into account the characteristics of the fitness function. The resulting calibration approaches are generic, and can be applied to any function with continuous decision variables. The two approaches for determining GA parameter settings are applied to two water distribution system case studies to demonstrate their ability to find near-optimal solutions without the need for calibration of GA parameters.

Możesz być zainteresowany

Klienci, którzy kupili tę książkę, kupili również

Najczęściej wyszukiwane

Categories

Authors

Publishers

Produkty

Produkty

Najczęściej wyszukiwane

Categories

Authors

Publishers

Produkty

Produkty

Determination of Practical Genetic Algorithm Parameter Settings

Applications to the Operation of Water Distribution Systems

Informacje o książce

Pełny opis

Możesz być zainteresowany

Klienci, którzy kupili tę książkę, kupili również