Optimization in Practice with MATLAB®: For Engineering Students and Professionals
Autor Achille Messacen Limba Engleză Hardback – 18 mar 2015
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Specificații
ISBN-13: 9781107109186
ISBN-10: 1107109183
Pagini: 494
Ilustrații: 159 b/w illus. 61 tables 191 exercises
Dimensiuni: 184 x 260 x 30 mm
Greutate: 1.04 kg
Editura: Cambridge University Press
Colecția Cambridge University Press
Locul publicării:New York, United States
ISBN-10: 1107109183
Pagini: 494
Ilustrații: 159 b/w illus. 61 tables 191 exercises
Dimensiuni: 184 x 260 x 30 mm
Greutate: 1.04 kg
Editura: Cambridge University Press
Colecția Cambridge University Press
Locul publicării:New York, United States
Cuprins
Part I. Helpful Preliminaries: 1. MATLAB® as a computational tool; 2. Mathematical preliminaries; Part II. Using Optimization – the Road Map: 3. Welcome to the fascinating world of optimization; 4. Analysis, design, optimization, and modeling; 5. Introducing linear and nonlinear programming; Part III. Using Optimization – Practical Essentials: 6. Multiobjective optimization; 7. Numerical essentials; 8. Global optimization basics; 9. Discrete optimization basics; 10. Practicing optimization – larger examples; Part IV. Going Deeper: Inside the Codes and Theoretical Aspects: 11. Linear programming; 12. Nonlinear programming with no constraints; 13. Nonlinear programming with constraints; Part V. More Advanced Topics in Optimization: 14. Discrete optimization; 15. Modeling complex systems: surrogate modeling and design space reduction; 16. Design optimization under uncertainty; 17. Methods for Pareto frontier generation/representation; 18. Physical programming for multiobjective optimization; 19. Evolutionary algorithms.
Notă biografică
Descriere
This textbook is designed for students and industry practitioners for a first course in optimization integrating MATLAB® software.