Relaxation and Decomposition Methods for Mixed Integer Nonlinear Programming: International Series of Numerical Mathematics, cartea 152
Autor Ivo Nowaken Limba Engleză Hardback – 15 aug 2005
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Specificații
ISBN-13: 9783764372385
ISBN-10: 3764372389
Pagini: 232
Ilustrații: XVI, 213 p.
Dimensiuni: 155 x 235 x 18 mm
Greutate: 0.54 kg
Ediția:2005
Editura: Birkhäuser Basel
Colecția Birkhäuser
Seria International Series of Numerical Mathematics
Locul publicării:Basel, Switzerland
ISBN-10: 3764372389
Pagini: 232
Ilustrații: XVI, 213 p.
Dimensiuni: 155 x 235 x 18 mm
Greutate: 0.54 kg
Ediția:2005
Editura: Birkhäuser Basel
Colecția Birkhäuser
Seria International Series of Numerical Mathematics
Locul publicării:Basel, Switzerland
Public țintă
ResearchCuprins
Basic Concepts.- Problem Formulations.- Convex and Lagrangian Relaxations.- Decomposition Methods.- Semidefinite Relaxations.- Convex Underestimators.- Cuts, Lower Bounds and Box Reduction.- Local and Global Optimality Criteria.- Adaptive Discretization of Infinite Dimensional MINLPs.- Algorithms.- Overview of Global Optimization Methods.- Deformation Heuristics.- Rounding, Partitioning and Lagrangian Heuristics.- Branch-Cut-and-Price Algorithms.- LaGO — An Object-Oriented Library for Solving MINLPs.
Recenzii
From the reviews:
“In his monograph, the author treats mixed integer nonlinear programs (MINLPs), that is nonlinear optimization problems containing both continuous and discrete variables. … This self-contained monograph is rich in content, provides the reader with a wealth of information, and motivates his or her further interest in the subject. The book offers fairly comprehensive description of the MINLP theory and algorithms.” (Jan Chleboun, Applications of Mathematics, Issue 3, 2012)
“In his monograph, the author treats mixed integer nonlinear programs (MINLPs), that is nonlinear optimization problems containing both continuous and discrete variables. … This self-contained monograph is rich in content, provides the reader with a wealth of information, and motivates his or her further interest in the subject. The book offers fairly comprehensive description of the MINLP theory and algorithms.” (Jan Chleboun, Applications of Mathematics, Issue 3, 2012)
Textul de pe ultima copertă
This book presents a comprehensive description of theory, algorithms and software for solving nonconvex mixed integer nonlinear programs (MINLP). The main focus is on deterministic global optimization methods, which play a very important role in integer linear programming, and are used only recently in MINLP.
The presented material consists of two parts. The first part describes basic optimization tools, such as block-separable reformulations, convex and Lagrangian relaxations, decomposition methods and global optimality criteria. Some of these results are presented here for the first time.
The second part is devoted to algorithms. Starting with a short overview on existing methods, deformation, rounding, partitioning and Lagrangian heuristics, and a branch-cut-and-price algorithm are presented. The algorithms are implemented as part of an object-oriented library, called LaGO. Numerical results on several mixed integer nonlinear programs are reported to show abilities and limits of the proposed solution methods.
The book contains many illustrations and an up-to-date bibliography. Because of the emphasis on practical methods, as well as the introduction into the basic theory, it is accessible to a wide audience and can be used both as a research as well as a graduate text.
The presented material consists of two parts. The first part describes basic optimization tools, such as block-separable reformulations, convex and Lagrangian relaxations, decomposition methods and global optimality criteria. Some of these results are presented here for the first time.
The second part is devoted to algorithms. Starting with a short overview on existing methods, deformation, rounding, partitioning and Lagrangian heuristics, and a branch-cut-and-price algorithm are presented. The algorithms are implemented as part of an object-oriented library, called LaGO. Numerical results on several mixed integer nonlinear programs are reported to show abilities and limits of the proposed solution methods.
The book contains many illustrations and an up-to-date bibliography. Because of the emphasis on practical methods, as well as the introduction into the basic theory, it is accessible to a wide audience and can be used both as a research as well as a graduate text.
Caracteristici
Presents the first branch-cut-and-price algorithm for mixed integer nonlinear programming (MINLP) Several new MINLP cuts based on semidefinite programming, interval-gradients and Bezier polynomials are proposed A description of the MINLP solver LaGO, including numerical results for a wide range of applications, is provided