Practical optimization algorithms and engineering applications 1st edition by Andreas Antoniou, Wu-Sheng Lu – Ebook PDF Instand Download/DeliveryISBN: 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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