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Design of Modern Heuristics

Principles and Application

Medium: Buch
ISBN: 978-3-642-27070-3
Verlag: Springer
Erscheinungstermin: 27.11.2013
Lieferfrist: bis zu 10 Tage

Many books describe the application of heuristic optimization methods to a wide variety of optimization problems. However, the process of developing an efficient optimization method for the specific problem at hand seems to be considered a "black art", the domain of optimization specialists. This book focuses on the practitioner and demonstrates how to apply heuristic optimization methods. It is the first book to offer a systematic theory of how to apply and adapt heuristic optimization methods. It breaks down the art of designing efficient optimization methods into engineering tasks, and examines how to build successful applications of heuristic optimization methods. In so doing the reader learns how to properly model the problem, choose the optimization method, adapt that method to the properties of the specific problem, and, finally, implement the method.


Produkteigenschaften


  • Artikelnummer: 9783642270703
  • Medium: Buch
  • ISBN: 978-3-642-27070-3
  • Verlag: Springer
  • Erscheinungstermin: 27.11.2013
  • Sprache(n): Englisch
  • Auflage: 2011
  • Serie: Natural Computing Series
  • Produktform: Kartoniert, Previously published in hardcover
  • Gewicht: 429 g
  • Seiten: 267
  • Format (B x H x T): 155 x 235 x 16 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

Chap. 1.- Introduction.- Part I.- Fundamentals.- Chap. 2.- Optimization Problems.- Chap. 3.- Optimization Methods.- Part II.- Modern Heuristics.- Chap. 4.- Design Elements.- Chap. 5.- Search Strategies.- Chap. 6.- Design Principles.- Part III Case Studies.- Chap. 7.- High Locality Representations for Automated Programming.- Chap. 8.-Biased Modern Heuristics for the OCST Problem.- Chap. 9.-Summary.- References.- Nomenclature.- Glossary.- Index