Nonlinear Optimization in Finite Dimensions

Nonlinear Optimization in Finite Dimensions
Author :
Publisher : Springer Science & Business Media
Total Pages : 516
Release :
ISBN-10 : 9781461500179
ISBN-13 : 1461500176
Rating : 4/5 (176 Downloads)

Book Synopsis Nonlinear Optimization in Finite Dimensions by : Hubertus Th. Jongen

Download or read book Nonlinear Optimization in Finite Dimensions written by Hubertus Th. Jongen and published by Springer Science & Business Media. This book was released on 2013-12-11 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: At the heart of the topology of global optimization lies Morse Theory: The study of the behaviour of lower level sets of functions as the level varies. Roughly speaking, the topology of lower level sets only may change when passing a level which corresponds to a stationary point (or Karush-Kuhn Tucker point). We study elements of Morse Theory, both in the unconstrained and constrained case. Special attention is paid to the degree of differentiabil ity of the functions under consideration. The reader will become motivated to discuss the possible shapes and forms of functions that may possibly arise within a given problem framework. In a separate chapter we show how certain ideas may be carried over to nonsmooth items, such as problems of Chebyshev approximation type. We made this choice in order to show that a good under standing of regular smooth problems may lead to a straightforward treatment of "just" continuous problems by means of suitable perturbation techniques, taking a priori nonsmoothness into account. Moreover, we make a focal point analysis in order to emphasize the difference between inner product norms and, for example, the maximum norm. Then, specific tools from algebraic topol ogy, in particular homology theory, are treated in some detail. However, this development is carried out only as far as it is needed to understand the relation between critical points of a function on a manifold with structured boundary. Then, we pay attention to three important subjects in nonlinear optimization.


Nonlinear Optimization in Finite Dimensions Related Books

Nonlinear Optimization in Finite Dimensions
Language: en
Pages: 516
Authors: Hubertus Th. Jongen
Categories: Mathematics
Type: BOOK - Published: 2013-12-11 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

At the heart of the topology of global optimization lies Morse Theory: The study of the behaviour of lower level sets of functions as the level varies. Roughly
Convexity and Optimization in Finite Dimensions I
Language: en
Pages: 306
Authors: Josef Stoer
Categories: Mathematics
Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Dantzig's development of linear programming into one of the most applicable optimization techniques has spread interest in the algebra of linear inequalities, t
Foundations of Optimization
Language: en
Pages: 445
Authors: Osman Güler
Categories: Business & Economics
Type: BOOK - Published: 2010-08-03 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book covers the fundamental principles of optimization in finite dimensions. It develops the necessary material in multivariable calculus both with coordin
Convex Analysis and Nonlinear Optimization
Language: en
Pages: 316
Authors: Jonathan Borwein
Categories: Mathematics
Type: BOOK - Published: 2010-05-05 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Optimization is a rich and thriving mathematical discipline, and the underlying theory of current computational optimization techniques grows ever more sophisti
Infinite Dimensional Optimization and Control Theory
Language: en
Pages: 828
Authors: Hector O. Fattorini
Categories: Computers
Type: BOOK - Published: 1999-03-28 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

Treats optimal problems for systems described by ODEs and PDEs, using an approach that unifies finite and infinite dimensional nonlinear programming.