Constraint-Handling in Evolutionary Optimization

Name: Constraint-Handling in Evolutionary Optimization
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 9783642006180
Price: 470.25 PLN
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Autor: Efrén Mezura-Montes

Język:

Oprawa: Twarda

Wydawca: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

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This book is the result of a successful special session on constraint-handling techniques used in ev...

Informacje o książce

Autor

Efrén Mezura-Montes

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2009

strony

264

EAN

9783642006180

ISBN

3642006183

Enbook ID

01649436

Wydawca

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Waga

1270

Wymiary

155 x 235 x 30

Pełny opis

This book is the result of a successful special session on constraint-handling techniques used in evolutionary algorithms within the Congress on Evolutionary Computation (CEC) in 2007, with the aim of putting together recent studies on constrained numerical optimization using evolutionary algorithms and other bio-inspired approaches. The book covers six main topics: The first two chapters refer to swarm- intelligence-based approaches. Differential evolution, a very competitive evolutionary algorithm for constrained optimization, is studied in the next three chapters. Two different constraint-handling techniques for evolutionary multiobjective optimization are presented in the two subsequent chapters. Two hybrid approaches, one with a combination of two nature-inspired heuristics and the other with the mix of a genetic algorithm and a local search operator, are detailed in the next two chapters. Finally, a constraint-handling technique designed for a real-world problem and a survey on artificial immune system in constrained optimization are the subjects of the final two chapters. The intended audience for this book comprises graduate students, practitioners and researchers interested on alternative techniques to solve numerical optimization problems in presence of constraints.

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