Optimization in practice with MATLAB : for engineering students and professionals / Achille Messac.
Material type: TextPublisher: New York, NY : Cambridge University Press, 2015Copyright date: ℗♭2015Description: xxxi, 469 pagesContent type:- text
- computer
- online resource
- 1107109183
- 9781107109186
- 620/.0042028553 23
- TA174 .M388 2015
Item type | Current library | Call number | Status | Date due | Barcode | |
---|---|---|---|---|---|---|
E-Resources | Main Library E-Resources | 620/.0042028553 M583 (Browse shelf(Opens below)) | Available | E001842 |
Includes bibliographical references and index.
Part I. Helpful Preliminaries: 1. MATLAB (R) 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.
This textbook is designed for undergraduate and graduate students and practitioners interested in learning optimization. The presentation is enriched with a robust set of real-world examples and practical exercises. Using MATLAB (R) software is encouraged throughout. The instructor is supported by a complete solutions manual and PowerPoint slides with animations.
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