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Constrained Global Optimization: Algorithms and Applications Panos M. Pardalos

Constrained Global Optimization: Algorithms and Applications By Panos M. Pardalos

Constrained Global Optimization: Algorithms and Applications by Panos M. Pardalos


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Summary

Global optimization is concerned with the characterization and computation of global minima or maxima of nonlinear functions. More recently it has been shown that certain aspects of VLSI chip design and database problems can be formulated as constrained global optimization problems with a quadratic objective function.

Constrained Global Optimization: Algorithms and Applications Summary

Constrained Global Optimization: Algorithms and Applications by Panos M. Pardalos

Global optimization is concerned with the characterization and computation of global minima or maxima of nonlinear functions. Such problems are widespread in mathematical modeling of real world systems for a very broad range of applications. The applications include economies of scale, fixed charges, allocation and location problems, quadratic assignment and a number of other combinatorial optimization problems. More recently it has been shown that certain aspects of VLSI chip design and database problems can be formulated as constrained global optimization problems with a quadratic objective function. Although standard nonlinear programming algorithms will usually obtain a local minimum to the problem , such a local minimum will only be global when certain conditions are satisfied (such as f and K being convex).

Table of Contents

Convex sets and functions.- Optimality conditions in nonlinear programming.- Combinatorial optimization problems that can be formulated as nonconvex quadratic problems.- Enumerative methods in nonconvex programming.- Cutting plane methods.- Branch and bound methods.- Bilinear programming methods for nonconvex quadratic problems.- Large scale problems.- Global minimization of indefinite quadratic problems.- Test problems for global nonconvex quadratic programming algorithms.

Additional information

NLS9783540180951
9783540180951
3540180958
Constrained Global Optimization: Algorithms and Applications by Panos M. Pardalos
New
Paperback
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
1987-07-15
143
N/A
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