Surrogate Model-Based Engineering Design and Optimization

Name: Surrogate Model-Based Engineering Design and Optimization
Brand: Springer Verlag, Singapore
SKU: 9789811507335
Price: 4425 CZK
Availability: InStock

Autor: Xinyu Shao, Qi Zhou

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer Verlag, Singapore

Dostupnost: Skladem u dodavatele

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4 425 Kč

This book covers some of the most popular methods in design space sampling, ensembling surrogate mod...

Informace o knize

Autor

Xinyu Shao, Qi Zhou

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2020

Stránek

240

EAN

9789811507335

ISBN

9811507333

Enbook ID

33399383

Vydavatel

Springer Verlag, Singapore

Hmotnost

454

Rozměry

155 x 235 x 14

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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Surrogate Model-Based Engineering Design and Optimization

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