Deterministic Global Optimization: Theory, Methods and Applications
Theory, Methods and Applications
(Sprache: Englisch)
The vast majority of important applications in science, engineering and applied science are characterized by the existence of multiple minima and maxima, as well as first, second and higher order saddle points. The area of Deterministic Global Optimization...
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Klappentext zu „Deterministic Global Optimization: Theory, Methods and Applications “
The vast majority of important applications in science, engineering and applied science are characterized by the existence of multiple minima and maxima, as well as first, second and higher order saddle points. The area of Deterministic Global Optimization introduces theoretical, algorithmic and computational ad vances that (i) address the computation and characterization of global minima and maxima, (ii) determine valid lower and upper bounds on the global minima and maxima, and (iii) address the enclosure of all solutions of nonlinear con strained systems of equations. Global optimization applications are widespread in all disciplines and they range from atomistic or molecular level to process and product level representations. The primary goal of this book is three fold : first, to introduce the reader to the basics of deterministic global optimization; second, to present important theoretical and algorithmic advances for several classes of mathematical prob lems that include biconvex and bilinear; problems, signomial problems, general twice differentiable nonlinear problems, mixed integer nonlinear problems, and the enclosure of all solutions of nonlinear constrained systems of equations; and third, to tie the theory and methods together with a variety of important applications.
Inhaltsverzeichnis zu „Deterministic Global Optimization: Theory, Methods and Applications “
Preface1. Introduction
2. Basic Concepts of Global Optimization
Part I: Biconvex and Bilinear Problems
3. The GOP Primal-Relaxed Dual Decomposition Approach: Theory
4. The GOP Approach: Implementation and Computational Studies
5. The GOP Approach in Bilevel Linear and Quadratic Problems
6. The GOP Approach in Phase and Chemical Equilibrium Problems
7. The GOP Approach: Distributed Implementation
Part II: Signomial Problems
8. Generalized Geometric Programming: Theory
9. Generalized Geometric Programming: Computational Studies
Part III: Towards General Twice Differentiable NLPs
10. From Biconvex to General Twice Differentiable NLPs
11. The alphaBB For Box Constrained Twice-Differentiable NLPs: Theory
12. The alphaBB for Constrained Twice-Differentiable NLPs: Theory
13. Computational Studies of the alphaBB Approach
14. Global Optimization in Microclusters
15. The alphaBB Approach in Molecular Structure Prediction
16. The alphaBB Approach in Protein Folding
17. The alphaBB Approach in Peptide Docking
18. The alphaBB Approach in Batch Design Under Uncertainty
19. The alphaBB Approach in Parameter Estimation
Part IV: Nonlinear and Mixed-Integer Optimization
20. Introduction to Nonlinear and Mixed-Integer Optimization
21. The SMIN-alphaBB Approach: Theory and Computations
22. The GMIN-alphaBB Approach: Theory and Computations
Part V: Nonlinear Constrained Systems of Equations
23. All Solutions of Nonlinear Constrained Systems of Equations
24. Locating all Homogeneous Azeotropes
- References
- Indextrained Twice-Differentiable NLPs: Theory
13. Comp
Bibliographische Angaben
- Autor: Christodoulos A. Floudas
- 1999, 1999, 742 Seiten, Maße: 16 x 24,1 cm, Gebunden, Englisch
- Verlag: Springer
- ISBN-10: 0792360141
- ISBN-13: 9780792360148
- Erscheinungsdatum: 31.12.1999
Sprache:
Englisch
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