Engineering Design via Surrogate Modelling: A Practical Guide: A Practical Guide, 1st Edition eBook

$39.99

. Surrogate models expedite the search for promising designs by standing in for expensive design evaluations or simulations.

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About this eTextbook

. Surrogate models expedite the search for promising designs by standing in for expensive design evaluations or simulations. They provide a global model of some metric of a design (such as weight, aerodynamic drag, cost, etc.), which can then be optimized efficiently.

Engineering Design via Surrogate Modelling is a self-contained guide to surrogate models and their use in engineering design. The fundamentals of building, selecting, validating, searching and refining a surrogate are presented in a manner accessible to novices in the field. Figures are used liberally to explain the key concepts and clearly show the differences between the various techniques, as well as to emphasize the intuitive nature of the conceptual and mathematical reasoning behind them.

More advanced and recent concepts are each presented in stand-alone chapters, allowing the reader to concentrate on material pertinent to their current design problem, and concepts are clearly demonstrated using simple design problems. This collection of advanced concepts (visualization, constraint handling, coping with noisy data, gradient-enhanced modelling, multi-fidelity analysis and multiple objectives) represents an invaluable reference manual for engineers and researchers active in the area. Engineering Design via Surrogate Modelling is complemented by a suite of Matlab codes, allowing the reader to apply all the techniques presented to their own design problems.

By applying statistical modelling to engineering design, this book bridges the wide gap between the engineering and statistics communities. It will appeal to postgraduates and researchers across the academic engineering design community as well as practising design engineers. Provides an inclusive and practical guide to using surrogates in engineering design.

Presents the fundamentals of building, selecting, validating, searching and refining a surrogate model. Guides the reader through the practical implementation of a surrogate-based design process using a set of case studies from real engineering design challenges. Accompanied by a companion website featuring Matlab software at http://www.wiley.

ISBNs for Engineering Design via Surrogate Modelling: A Practical Guide are 9780470770795, 0470770791 and the print ISBNs are 9780470060681, 0470060689. Additional ISBNs include 9780470770801.

Publication details

Author: Alexander Forrester; Andr’s Sobester; Andy Keane
Publisher: John Wiley & Sons P&T

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About this eTextbook

ISBNs for Engineering Design via Surrogate Modelling: A Practical Guide are 9780470770795, 0470770791 and the print ISBNs are 9780470060681, 0470060689. Additional ISBNs include 9780470770801.

Publication details

Author: Alexander Forrester; Andr’s Sobester; Andy Keane
Publisher: John Wiley & Sons P&T

What you receive

A licensed digital edition of this title, supplied as PDF or EPUB. The format is set by the publisher, so email us the ISBN before ordering and we will confirm which one it is.
Delivered to the email address on your order as a secure download link, usually within minutes and always within 24 hours of payment.
Download links do not expire and there is no cap on re-downloads. Readable on any computer, tablet or phone, online or offline.
This is a digital edition. Nothing is printed, packed or posted, and there is no delivery charge.