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Optimization¿Theory and Practice
Taschenbuch von Dieter Hoffmann (u. a.)
Sprache: Englisch

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Beschreibung
Optimization is a field important in its own right but is also integral to numerous applied sciences, including operations research, management science, economics, finance and all branches of mathematics-oriented engineering. Constrained optimization models are one of the most widely used mathematical models in operations research and management science.
This book gives a modern and well-balanced presentation of the subject, focusing on theory but also including algorithims and examples from various real-world applications. The text is easy to read and accessible to anyone with a knowledge of multi-dimensional calculus, linear algebra and basic numerical methods. Detailed examples and counter-examples are provided - as are exercises, solutions and helpful hints, and Matlab/Maple supplements.
The intended readership is advanced undergraduates, graduates, and professionals in any of the applied fields.
Optimization is a field important in its own right but is also integral to numerous applied sciences, including operations research, management science, economics, finance and all branches of mathematics-oriented engineering. Constrained optimization models are one of the most widely used mathematical models in operations research and management science.
This book gives a modern and well-balanced presentation of the subject, focusing on theory but also including algorithims and examples from various real-world applications. The text is easy to read and accessible to anyone with a knowledge of multi-dimensional calculus, linear algebra and basic numerical methods. Detailed examples and counter-examples are provided - as are exercises, solutions and helpful hints, and Matlab/Maple supplements.
The intended readership is advanced undergraduates, graduates, and professionals in any of the applied fields.
Über den Autor

Dr. Wilhelm Forst is a professor in the Department of Numerical Analysis at the University of Ulm, Germany.

Dr. Dieter Hoffmann is a professor at the University of Konstanz, Germany.

Drs. Forst and Hoffman previously co-authored two German language books for Springer-Verlag:
Funktionentheorie explore with Maple
(2002) and
Ordinary Differential Equations
(2005).

Zusammenfassung

Optimization is used in almost all branches of applied sciences today

Text appeals to a wide readership because of its real life applications

Self-contained text with a rich collection of detailed examples and two-color graphics to assist the reader in full comprehension

Book includes many exercises, often supplemented by helpful hints or Matlab/Maple supplements

Includes supplementary material: [...]

Inhaltsverzeichnis
1. Introduction: Examples of Optimization Problems, Historical
Overview.- 2. Optimality Conditions: Convex Sets, Inequalities, Local
First- and Second-Order Optimality Conditions, Duality.- 3. Unconstrained Optimization Problems: Elementary Search and Localization Methods, Descent Methods with Line Search, Trust Region Methods, Conjugate Gradient Methods, Quasi-Newton Methods.- 4. Linearly Constrained Optimization Problems: Linear and Quadratic Optimization, Projection Methods.- 5. Nonlinearly Constrained Optimization Methods: Penalty Methods, SQP Methods.- 6. Interior-Point Methods for Linear Optimization: The Central Path, Newton's Method for the Primal-Dual System, Path-Following Algorithms, Predictor-Corrector Methods.- 7. Semidefinite Optimization: Selected Special Cases, The S-Procedure, The Function log°det, Path-Following Methods, How to Solve SDO Problems?, Icing on the Cake: Pattern Separation via Ellipsoids.- 8. Global Optimization: Branch and Bound Methods, Cutting Plane Methods.- Appendices:
A Second Look at the Constraint Qualifications, The Fritz John Condition, Optimization Software Tools for Teaching and Learning.- Bibliography.- Index of Symbols.- Subject Index.
Details
Erscheinungsjahr: 2016
Fachbereich: Allgemeines
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Springer Undergraduate Texts in Mathematics and Technology
Inhalt: xviii
402 S.
ISBN-13: 9781493939336
ISBN-10: 1493939335
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Hoffmann, Dieter
Forst, Wilhelm
Auflage: Softcover reprint of the original 1st ed. 2010
Hersteller: Springer New York
Springer US, New York, N.Y.
Springer Undergraduate Texts in Mathematics and Technology
Maße: 254 x 178 x 23 mm
Von/Mit: Dieter Hoffmann (u. a.)
Erscheinungsdatum: 23.08.2016
Gewicht: 0,793 kg
Artikel-ID: 103425674
Über den Autor

Dr. Wilhelm Forst is a professor in the Department of Numerical Analysis at the University of Ulm, Germany.

Dr. Dieter Hoffmann is a professor at the University of Konstanz, Germany.

Drs. Forst and Hoffman previously co-authored two German language books for Springer-Verlag:
Funktionentheorie explore with Maple
(2002) and
Ordinary Differential Equations
(2005).

Zusammenfassung

Optimization is used in almost all branches of applied sciences today

Text appeals to a wide readership because of its real life applications

Self-contained text with a rich collection of detailed examples and two-color graphics to assist the reader in full comprehension

Book includes many exercises, often supplemented by helpful hints or Matlab/Maple supplements

Includes supplementary material: [...]

Inhaltsverzeichnis
1. Introduction: Examples of Optimization Problems, Historical
Overview.- 2. Optimality Conditions: Convex Sets, Inequalities, Local
First- and Second-Order Optimality Conditions, Duality.- 3. Unconstrained Optimization Problems: Elementary Search and Localization Methods, Descent Methods with Line Search, Trust Region Methods, Conjugate Gradient Methods, Quasi-Newton Methods.- 4. Linearly Constrained Optimization Problems: Linear and Quadratic Optimization, Projection Methods.- 5. Nonlinearly Constrained Optimization Methods: Penalty Methods, SQP Methods.- 6. Interior-Point Methods for Linear Optimization: The Central Path, Newton's Method for the Primal-Dual System, Path-Following Algorithms, Predictor-Corrector Methods.- 7. Semidefinite Optimization: Selected Special Cases, The S-Procedure, The Function log°det, Path-Following Methods, How to Solve SDO Problems?, Icing on the Cake: Pattern Separation via Ellipsoids.- 8. Global Optimization: Branch and Bound Methods, Cutting Plane Methods.- Appendices:
A Second Look at the Constraint Qualifications, The Fritz John Condition, Optimization Software Tools for Teaching and Learning.- Bibliography.- Index of Symbols.- Subject Index.
Details
Erscheinungsjahr: 2016
Fachbereich: Allgemeines
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Springer Undergraduate Texts in Mathematics and Technology
Inhalt: xviii
402 S.
ISBN-13: 9781493939336
ISBN-10: 1493939335
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Hoffmann, Dieter
Forst, Wilhelm
Auflage: Softcover reprint of the original 1st ed. 2010
Hersteller: Springer New York
Springer US, New York, N.Y.
Springer Undergraduate Texts in Mathematics and Technology
Maße: 254 x 178 x 23 mm
Von/Mit: Dieter Hoffmann (u. a.)
Erscheinungsdatum: 23.08.2016
Gewicht: 0,793 kg
Artikel-ID: 103425674
Warnhinweis