Surrogate model-based engineering design and optimization / Ping Jiang, Qi Zhou, Xinyu Shao.
Jiang, Ping, author.; Zhou, Qi, author.; Shao, Xinyu, author.
2020
TA174
Available Online

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Title Surrogate model-based engineering design and optimization / Ping Jiang, Qi Zhou, Xinyu Shao.
Author Jiang, Ping, author.
ISBN 9789811507311 (electronic book)
9811507317 (electronic book)
9789811507304
9811507309
DOI https://doi.org/10.1007/978-981-15-0731-1
https://doi.org/10.1007/978-981-15-0
Published Singapore : Springer, 2020.
Language English
Description 1 online resource (ix, 240 pages) : illustrations.
Other Standard Identifiers 10.1007/978-981-15-0731-1 doi
10.1007/978-981-15-0
Call Number TA174
Dewey Decimal Classification 620/.0042015118
Summary 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.
Bibliography, etc. Note Includes bibliographical references.
Access Note Access limited to authorized users.
Source of Description Online resource; title from PDF title page (SpringerLink, viewed November 4, 2019).
Added Author Zhou, Qi, author.
Shao, Xinyu, author.
Series Springer tracts in mechanical engineering.
Available in Other Form Print version: 9789811507304
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
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Introduction
Classic types of surrogate model
Ensemble of surrogate models
Multi-fidelity surrogate model
Verification methods for surrogate model
Sampling approaches
Surrogate model-based design optimization
Conclusions.

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