Surrogate Model-Based Engineering Design and Optimization

Name: Surrogate Model-Based Engineering Design and Optimization
Brand: Springer Verlag, Singapore
SKU: 9789811507335
Price: 774.57 PLN
Availability: InStock

Autor: Xinyu Shao, Qi Zhou

Język:

Oprawa: Miękka

Wydawca: Springer Verlag, Singapore

Dostępność: Dostępna u dostawcy

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

Informacje o książce

Autor

Xinyu Shao, Qi Zhou

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2020

strony

240

EAN

9789811507335

ISBN

9811507333

Enbook ID

33399383

Wydawca

Springer Verlag, Singapore

Waga

454

Wymiary

155 x 235 x 14

Pełny opis

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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