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A comprehensive introduction to optimization with a focus on practical algorithms for the design of engineering systems. This book offers a comprehensive introduction to optimization with a focus on practical algorithms. The book approaches optimization from an engineering perspective, where the obj...
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| Main Authors: | |
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| Group Author: | |
| Published: |
The MIT Press,
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| Publisher Address: | Cambridge, Massachusetts : |
| Publication Dates: | [2019] |
| Literature type: | Book |
| Language: | English |
| Subjects: | |
| Summary: |
A comprehensive introduction to optimization with a focus on practical algorithms for the design of engineering systems. This book offers a comprehensive introduction to optimization with a focus on practical algorithms. The book approaches optimization from an engineering perspective, where the objective is to design a system that optimizes a set of metrics subject to constraints. Readers will learn about computational approaches for a range of challenges, including searching high-dimensional spaces, handling problems where there are multiple competing objectives, and accommodating uncertai |
| Carrier Form: | xx, 500 pages : illustrations (some color) ; 24 cm |
| Bibliography: | Includes bibliographical references (pages [483]-494) and index. |
| ISBN: |
9780262039420 (hardcover : alkaline paper) : 0262039427 (hardcover : alkaline paper) |
| Index Number: | QA9 |
| CLC: | O241 |
| Call Number: | O241/K766 |
| Contents: | Preface -- Acknowledgments - Introduction -- 2 Derivatives and Gradients -- Bracketing -- Local Descent -- First-Order Methods -- Second-Order Methods -- Direct Methods -- Stochastic Methods -- Population Methods - Constraints -- Linear Constrained Optimization -- Multiobjective Optimization -- Sampling Plans -- Surrogate Models -- Probabilistic Surrogate Models -- Surrogate Optimization -- Optimization under Uncertainty -- Uncertainty Propagation -- Discrete Optimization -- Expression Optimization -- Multidisciplinary Optimization - Julia -- Test Functions -- Mathematical Concepts -- Soluti |