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Zhou / Ma / Zhao

Multi-fidelity Surrogates

Modeling, Optimization and Applications

Medium: Buch
ISBN: 978-981-19-7212-6
Verlag: Springer Nature Singapore
Erscheinungstermin: 09.11.2023
Lieferfrist: bis zu 10 Tage

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.



Produkteigenschaften


  • Artikelnummer: 9789811972126
  • Medium: Buch
  • ISBN: 978-981-19-7212-6
  • Verlag: Springer Nature Singapore
  • Erscheinungstermin: 09.11.2023
  • Sprache(n): Englisch
  • Auflage: 1. Auflage 2023
  • Serie: Engineering Applications of Computational Methods
  • Produktform: Kartoniert
  • Gewicht: 782 g
  • Seiten: 456
  • Format (B x H x T): 155 x 235 x 24 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

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