Metaheuristics for Hard Optimization

Methods and Case Studies
Buch | Hardcover
XII, 372 Seiten
2005 | 2006
Springer Berlin (Verlag)
978-3-540-23022-9 (ISBN)

Lese- und Medienproben

Metaheuristics for Hard Optimization - Johann Dréo, Alain Pétrowski, Patrick Siarry, Eric Taillard
53,49 inkl. MwSt

Metaheuristics for Hard Optimization comprises of three parts. The first part is devoted to the detailed presentation of the four most widely known metaheuristics:

- the simulated annealing method,

- tabu search,

- the evolutionary algorithms,

- ant colony algorithms.

Each one of these metaheuristics is actually a family of methods, of which the essential elements are discussed. In the second part, the book presents some other less widespread metaheuristics, then, extensions of metaheuristics and some ways of research are described . The problem of the choice of a metaheuristic is posed and solution methods are discussed. The last part concentrates on three case studies from telecommunications, air traffic control, and vehicle routing.

Presentation of the Main Metaheuristics.- Simulated Annealing.- Tabu Search.- Evolutionary Algorithms.- Ant Colony Algorithms.- Variants, Extensions and Methodological Advices.- Some Other Metaheuristics.- Extensions.- Methodology.- Case Studies.- Optimization of UMTS Radio Access Networks with Genetic Algorithms.- Genetic Algorithms Applied to Air Traffic Management.- Constraint Programming and Ant Colonies Applied to Vehicle Routing Problems.

Erscheint lt. Verlag 24.11.2005
Übersetzer A. Chatterjee
Zusatzinfo XII, 372 p.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 700 g
Themenwelt Mathematik / Informatik Mathematik Angewandte Mathematik
Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Schlagworte algorithm • algorithms • Communication • Engineering Economics • evolutionary algorithm • Genetic algorithms • Global Optimization • Heuristik • Metaheuristic • Metaheuristics • Modeling • Operations Research • Optimization • programming
ISBN-10 3-540-23022-X / 354023022X
ISBN-13 978-3-540-23022-9 / 9783540230229
Zustand Neuware
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