Multi-fidelity Surrogates Modeling, Optimization and Applications /

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. M...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Prif Awduron: Zhou, Qi (Awdur), Zhao, Min (Awdur), Hu, Jiexiang (Awdur), Ma, Mengying (Awdur)
Awdur Corfforaethol: SpringerLink (Online service)
Fformat: Electronig eLyfr
Iaith:Saesneg
Cyhoeddwyd: Singapore : Springer Nature Singapore : Imprint: Springer, 2023.
Rhifyn:1st ed. 2023.
Cyfres:Engineering Applications of Computational Methods, 12
Pynciau:
Mynediad Ar-lein:https://doi.org/10.1007/978-981-19-7210-2
Tagiau: Ychwanegu Tag
Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!

MARC

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100 1 |a Zhou, Qi.  |e author.  |0 (orcid)0000-0002-6203-595X  |1 https://orcid.org/0000-0002-6203-595X  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
245 1 0 |a Multi-fidelity Surrogates  |h [electronic resource] :  |b Modeling, Optimization and Applications /  |c by Qi Zhou, Min Zhao, Jiexiang Hu, Mengying Ma. 
250 |a 1st ed. 2023. 
264 1 |a Singapore :  |b Springer Nature Singapore :  |b Imprint: Springer,  |c 2023. 
300 |a 1 online resource (VIII, 456 p. 263 illus.).  |b 225 illus. in color. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
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490 1 |a Engineering Applications of Computational Methods,  |x 2662-3374 ;  |v 12 
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. 
588 |a Print version record. 
650 0 |a Engineering design. 
650 0 |a Mathematical optimization. 
650 0 |a Engineering mathematics. 
650 0 |a Mathematical models. 
650 1 4 |a Engineering Design. 
650 2 4 |a Optimization. 
650 2 4 |a Engineering Mathematics. 
650 2 4 |a Mathematical Modeling and Industrial Mathematics. 
700 1 |a Zhao, Min.  |e author.  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
700 1 |a Hu, Jiexiang.  |e author.  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
700 1 |a Ma, Mengying.  |e author.  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
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830 0 |a Engineering Applications of Computational Methods,  |x 2662-3374 ;  |v 12 
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