Multi-fidelity Surrogates
Zhou, Qi, Zhao, Min, Hu, Jiexiang, Ma, Mengying
Produktnummer:
18690b9d7225394a8db361b4afe02ea2c3
| Autor: | Hu, Jiexiang Ma, Mengying Zhao, Min Zhou, Qi |
|---|---|
| Themengebiete: | Efficient global optimization Engineering optimization Evolutionary optimization Multi-disciplinary design optimization Multi-fidelity surrogates Product design Reliability analysis Robust design optimization Sequential design Simulation-based design |
| Veröffentlichungsdatum: | 08.11.2022 |
| EAN: | 9789811972096 |
| Sprache: | Englisch |
| Seitenzahl: | 456 |
| Produktart: | Gebunden |
| Verlag: | Springer Singapore |
| Untertitel: | Modeling, Optimization and Applications |
Produktinformationen "Multi-fidelity Surrogates"
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.
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