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Multi-fidelity Surrogates

Modeling, Optimization and Applications

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Gebonden, blz. | Engels
Springer Nature Singapore | e druk, 2022
ISBN13: 9789811972096
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Springer Nature Singapore e druk, 2022 9789811972096
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

This book investigates two types of static multi-fidelity surrogates modeling approaches, sequential multi-fidelity surrogates modeling approaches, the multi-fidelity surrogates-assisted efficient global optimization, reliability analysis, robust design optimization, and evolutionary optimization. Multi-fidelity surrogates have attracted a significant amount of attention in simulation-based design and optimization in recent years. Some real-life engineering design problems, such as prediction of angular distortion in the laser welding, optimization design of micro-aerial vehicle fuselage, and optimization design of metamaterial vibration isolator, are also provided to illustrate the ability and merits of multi-fidelity surrogates in support of engineering design. Specifically, lots of illustrative examples are adopted throughout the book to help explain the approaches in a more “hands-on” manner. This book is a useful reference for postgraduates and researchers of mechanical engineering, as well as engineers of enterprises in related fields.

Specificaties

ISBN13:9789811972096
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer Nature Singapore

Inhoudsopgave

<p>​Preface.-&nbsp;Chapter 1 Introduction.-&nbsp;Chapter 2 Hierarchical multi-fidelity surrogates modeling.-&nbsp;Chapter 3 Non-Hierarchical multi-fidelity surrogates modeling.-&nbsp;Chapter 4 Sequential multi-fidelity surrogates modeling.-&nbsp;Chapter 5 Multi-fidelity surrogates assisted efficient global optimization.-&nbsp;Chapter 6 Multi-fidelity surrogates assisted reliability design optimization.-&nbsp;Chapter 7 Multi-fidelity surrogates assisted robust design optimization.-&nbsp;Chapter 8 Multi-fidelity surrogates assisted evolutional optimization.-&nbsp;Chapter 9 Engineering Applications.-&nbsp;Chapter 10 Concluding remarks.</p><p></p>

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