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Multi-fidelity surrogatesmodeling, optimization and applications /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Multi-fidelity surrogatesby Qi Zhou ... [et al.].
Reminder of title:	modeling, optimization and applications /
other author:	Zhou, Qi.
Published:	Singapore :Springer Nature Singapore :2023.
Description:	viii, 456 p. :ill. (some col.), digital ;24 cm.
Contained By:	Springer Nature eBook
Subject:	Engineering designMathematical models.
Online resource:	https://doi.org/10.1007/978-981-19-7210-2
ISBN:	9789811972102$q(electronic bk.)

Multi-fidelity surrogatesmodeling, optimization and applications /
Multi-fidelity surrogatesmodeling, optimization and applications /[electronic resource] :by Qi Zhou ... [et al.]. - Singapore :Springer Nature Singapore :2023. - viii, 456 p. :ill. (some col.), digital ;24 cm. - Engineering applications of computational methods,v. 122662-3374 ;. - Engineering applications of computational methods ;v.2..

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.

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.

ISBN: 9789811972102$q(electronic bk.)

Standard No.: 10.1007/978-981-19-7210-2doiSubjects--Topical Terms:

229232
Engineering design
--Mathematical models.

LC Class. No.: TA174

Dewey Class. No.: 620.0042

Multi-fidelity surrogatesmodeling, optimization and applications /
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505 0 $a 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.
520 $a 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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