Handbook of Global Optimization: Volume 2

Bìa trước
Panos M. Pardalos, H. Edwin Romeijn
Springer Science & Business Media, 18 thg 4, 2013 - 572 trang

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. Together (available as a set, set ISBN 1-4020-0742-6), the two volumes of the handbook cover a complete and broad spectrum of approaches for dealing with global optimization problems.

The goal of the editors is to provide a true handbook that does not focus on particular applications of the heuristics and algorithms, but rather describes the state of the art for the different methodologies. 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.

Audience: Graduate students in engineering and operations research, academic research, as well as practitioners, who can tailor the general approaches described in the handbook to their specific needs and applications.

 

Nội dung

Exact algorithms for global optimization of mixedinteger nonlinear 65
64
Algorithms for global optimization and discrete problems based on
87
4
94
An introduction to dynamical search 115
114
Twophase methods for global optimization
151
6
174
7
186
Stochastic Adaptive Search 231
230
an application to artificial
363
11
369
an approach to the multipleminima problem for
387
Recent advances in the direct methods of Xray crystallography
407
13
415
Deformation methods of global optimization in chemistry and phy
461
14
483
Experimental analysis of algorithms
489

Implementation of Stochastic Adaptive Search with HitandRun
251
10
311

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