Evolutionary Optimization in Dynamic Environments

Name: Evolutionary Optimization in Dynamic Environments
Brand: Springer, Berlin
SKU: 9781461353003
Price: 1104.81 RON
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Autor: Jürgen Branke

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Editura: Springer, Berlin

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Evolutionary Algorithms (EAs) have grown into a mature field of research in optimization, and have p...

Informații despre carte

Autor

Jürgen Branke

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2013

Pagini

208

EAN

9781461353003

ISBN

1461353009

Enbook ID

06796281

Editura

Springer, Berlin

Greutate

355

Dimensiuni

155 x 235 x 12

Descriere completă

Evolutionary Algorithms (EAs) have grown into a mature field of research in optimization, and have proven to be effective and robust problem solvers for a broad range of static real-world optimization problems. Yet, since they are based on the principles of natural evolution, and since natural evolution is a dynamic process in a changing environment, EAs are also well suited to dynamic optimization problems. Evolutionary Optimization in Dynamic Environments is the first comprehensive work on the application of EAs to dynamic optimization problems. It provides an extensive survey on research in the area and shows how EAs can be successfully used to §continuously and efficiently adapt a solution to a changing environment, §find a good trade-off between solution quality and adaptation cost, §find robust solutions whose quality is insensitive to changes in the environment, §find flexible solutions which are not only good but that can be easily adapted when necessary. All four aspects are treated in this book, providing a holistic view on the challenges and opportunities when applying EAs to dynamic optimization problems. The comprehensive and up-to-date coverage of the subject, together with details of latest original research, makes Evolutionary Optimization in Dynamic Environments an invaluable resource for researchers and professionals who are dealing with dynamic and stochastic optimization problems, and who are interested in applying local search heuristics, such as evolutionary algorithms.

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