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Kniha Surrogate Model-Based Engineering Design and Optimization Qi Zhou

Surrogate Model-Based Engineering Design and Optimization

Autor: Qi Zhou, Xinyu Shao
Jazyk: Angličtina
Vazba: Pevná
Vydavatel: Springer Verlag, Singapore
Dostupnost: Skladem u dodavatele
Odesíláme za 10-18 dnů
4 425 Kč
This book covers some of the most popular methods in design space sampling, ensembling surrogate mod...

Informace o knize

Autor
Qi Zhou, Xinyu Shao
Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2019
Stránek
240
EAN
9789811507304
ISBN
9811507309
Enbook ID
24646861
Vydavatel
Springer Verlag, Singapore
Hmotnost
547
Rozměry
155 x 235 x 19

Kompletní popis

This book covers some of the most popular methods in design space sampling, ensembling surrogate models, multi-fidelity surrogate model construction, surrogate model selection and validation, surrogate-based robust design optimization, and surrogate-based evolutionary optimization.Surrogate or metamodels are now frequently used in complex engineering product design to replace expensive simulations or physical experiments. They are constructed from available input parameter values and the corresponding output performance or quantities of interest (QOIs) to provide predictions based on the fitted or interpolated mathematical relationships.The book highlights a range of methods for ensembling surrogate and multi-fidelity models, which offer a good balance between surrogate modeling accuracy and building cost. A number of real-world engineering design problems, such as three-dimensional aircraft design, are also provided to illustrate the ability of surrogates for supporting complex engineering design. Lastly, illustrative examples are included throughout to help explain the approaches in a more "hands-on" manner.

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