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Carte Surrogate Model-Based Engineering Design and Optimization Qi Zhou

Surrogate Model-Based Engineering Design and Optimization

Autor: Qi Zhou, Xinyu Shao
Limbă: engleză
Legare: Copertă tare
Editura: Springer Verlag, Singapore
Disponibilitate: În depozitul extern
Expediem în 10-18 zile
1 011.49 lei
This book covers some of the most popular methods in design space sampling, ensembling surrogate mod...

Informații despre carte

Autor
Qi Zhou, Xinyu Shao
Limbă
engleză
Legare
Carte - Copertă tare
Publicat
2019
Pagini
240
EAN
9789811507304
ISBN
9811507309
Enbook ID
24646861
Editura
Springer Verlag, Singapore
Greutate
547
Dimensiuni
155 x 235 x 19

Descriere completă

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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