Handbook of Global Optimization

Volume 2

Panos M. Pardalos, H. Edwin Romeijn (Herausgeber)

Buch | Softcover

572 Seiten

2011 | Softcover reprint of the original 1st ed. 2002
Springer-Verlag New York Inc.
978-1-4419-5221-9 (ISBN)

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In 1995 the Handbook of Global Optimization (first volume), edited by R. Horst, and P.M. Pardalos, was published. This second volume of the Handbook of Global Optimization is comprised of chapters dealing with modern approaches to global optimization, including different types of heuristics.

Topics covered in the handbook include various metaheuristics, such as simulated annealing, genetic algorithms, neural networks, taboo search, shake-and-bake methods, and deformation methods. In addition, the book contains chapters on new exact stochastic and deterministic approaches to continuous and mixed-integer global optimization, such as stochastic adaptive search, two-phase methods, branch-and-bound methods with new relaxation and branching strategies, algorithms based on local optimization, and dynamical search. Finally, the book contains chapters on experimental analysis of algorithms and software, test problems, and applications.

1 Tight relaxations for nonconvex optimization problems using the Reformulation-Linearization/Convexification Technique (RLT).- 2 Exact algorithms for global optimization of mixed-integer nonlinear programs.- 3 Algorithms for global optimization and discrete problems based on methods for local optimization.- 4 An introduction to dynamical search.- 5 Two-phase methods for global optimization.- 6 Simulated annealing algorithms for continuous global optimization.- 7 Stochastic Adaptive Search.- 8 Implementation of Stochastic Adaptive Search with Hit-and-Run as a generator.- 9 Genetic algorithms.- 10 Dataflow learning in coupled lattices: an application to artificial neural networks.- 11 Taboo Search: an approach to the multiple-minima problem for continuous functions.- 12 Recent advances in the direct methods of X-ray crystallography.- 13 Deformation methods of global optimization in chemistry and physics.- 14 Experimental analysis of algorithms.- 15 Global optimization: software, test problems, and applications.

Reihe/Serie	Nonconvex Optimization and Its Applications ; 62
Zusatzinfo	27 Illustrations, black and white; VIII, 572 p. 27 illus.
Verlagsort	New York, NY
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Mathematik / Informatik ► Informatik ► Datenbanken
	Informatik ► Theorie / Studium ► Algorithmen
	Mathematik / Informatik ► Mathematik ► Analysis
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Mathematik / Informatik ► Mathematik ► Finanz- / Wirtschaftsmathematik
	Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik
	Wirtschaft ► Betriebswirtschaft / Management
ISBN-10	1-4419-5221-7 / 1441952217
ISBN-13	978-1-4419-5221-9 / 9781441952219
Zustand	Neuware