Determination of Practical Genetic Algorithm Parameter Settings

Name: Determination of Practical Genetic Algorithm Parameter Settings
Brand: VDM Verlag Dr. Müller
SKU: 9783639193329
Price: 406.32 RON
Availability: InStock

Applications to the Operation of Water Distribution Systems

Autor: Matthew Gibbs

Limbă:

Legare: Carte broșată

Editura: VDM Verlag Dr. Müller

Disponibilitate: La editor doar la comandă

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406.32 lei

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

Informații despre carte

Autor

Matthew Gibbs

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2009

Pagini

264

EAN

9783639193329

Enbook ID

06827424

Editura

VDM Verlag Dr. Müller

Greutate

409

Dimensiuni

150 x 220 x 16

Descriere completă

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.

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Determination of Practical Genetic Algorithm Parameter Settings

Applications to the Operation of Water Distribution Systems

Informații despre carte

Descriere completă

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