Practical optimization algorithms and engineering applications 1st edition by Andreas,Sheng 0387711074 9780387711072

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ISBN-10 ‏ : ‎ 0387711074 

ISBN-13 ‏ : ‎ 9780387711072

Author:  Andreas Antoniou, Wu-Sheng Lu

This textbook provides a hands-on treatment of the subject of optimization. A comprehensive set of problems and exercises makes it suitable for use in one or two semesters of an advanced undergraduate course or a first-year graduate course. Each half of the book contains a full semester’s worth of complementary yet stand-alone material. The practical orientation of the topics chosen and a wealth of useful examples also make the book suitable as a reference work for practitioners in the field.

In this second edition the authors have added sections on recent innovations, techniques, and methodologies.

 

Practical optimization algorithms and engineering applications 1st Table of contents:

Part 1. The Optimization Problem

Part 2. Basic Principles

Part 3. General Properties of Algorithms

Part 4. One-Dimensional Optimization

Part 5. Basic Multidimensional Gradient Methods

Part 6. Conjugate-Direction Methods

Part 7. Quasi-Newton Methods

Part 8. Minimax Methods

Part 9. Applications of Unconstrained Optimization

Part 10. Fundamentals of Constrained Optimization

Part 11. Linear Programming Part I: The Simplex Method

Part 12. Linear Programming Part II: Interior-Point Methods

Part 13. Quadratic, Semidefinite, and Second-Order Cone Programming

Part 14. Algorithms for General Convex Problems

Part 15. Algorithms for General Nonconvex Problems

Part 16. Applications of Constrained Optimization

 

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