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Advances in Evolutionary Algorithms: Theory, Design and Practice: Studies in Computational Intelligence, cartea 18

Autor Chang Wook Ahn
en Limba Engleză Paperback – 30 noi 2010
Every real-world problem from economic to scientific and engineering fields is ultimately confronted with a common task, viz., optimization. Genetic and evolutionary algorithms (GEAs) have often achieved an enviable success in solving optimization problems in a wide range of disciplines. The goal of this book is to provide effective optimization algorithms for solving a broad class of problems quickly, accurately, and reliably by employing evolutionary mechanisms. In this regard, five significant issues have been investigated:
  • Bridging the gap between theory and practice of GEAs, thereby providing practical design guidelines.
  • Demonstrating the practical use of the suggested road map.
  • Offering a useful tool to significantly enhance the exploratory power in time-constrained and memory-limited applications.
  • Providing a class of promising procedures that are capable of scalably solving hard problems in the continuous domain.
  • Opening an important track for multiobjective GEA research that relies on decomposition principle.
This book serves to play a decisive role in bringing forth a paradigm shift in future evolutionary computation.
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Specificații

ISBN-13: 9783642068607
ISBN-10: 364206860X
Pagini: 188
Ilustrații: XVI, 172 p.
Dimensiuni: 155 x 235 x 10 mm
Greutate: 0.27 kg
Ediția:Softcover reprint of hardcover 1st ed. 2006
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Studies in Computational Intelligence

Locul publicării:Berlin, Heidelberg, Germany

Public țintă

Research

Cuprins

Practical Genetic Algorithms.- Real-World Application: Routing Problem.- Elitist Compact Genetic Algorithms.- Real-coded Bayesian Optimization Algorithm.- Multiobjective Real-coded Bayesian Optimization Algorithm.- Conclusions.

Textul de pe ultima copertă

Genetic and evolutionary algorithms (GEAs) have often achieved an enviable success in solving optimization problems in a wide range of disciplines. The goal of this book is to provide effective optimization algorithms for solving a broad class of problems quickly, accurately, and reliably by employing evolutionary mechanisms. In this regard, five significant issues have been investigated:
  • Bridging the gap between theory and practice of GEAs, thereby providing practical design guidelines.
  • Demonstrating the practical use of the suggested road map.
  • Offering a useful tool to significantly enhance the exploratory power in time-constrained and memory-limited applications.
  • Providing a class of promising procedures that are capable of scalably solving hard problems in the continuous domain.
  • Opening an important track for multiobjective GEA research that relies on decomposition principle.
This book serves to play a decisive role in bringing forth a paradigm shift in future evolutionary computation.


Caracteristici

Recent advances in evolutionary Algorithms