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engineering design via surrogate modelling

Engineering Design via Surrogate Modelling: A Practical Guide

Written for postgraduate students and engineers, this book provides a practical guide to using surrogates in engineering design. 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, or cost), which can then be optimized efficiently. Topics covered include sampling plans, constructing a surrogate, visualization, and exploiting gradient information.

MATLAB is used to solve many application examples. In addition, a supplemental set of MATLAB code files is available via download.

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About This Book

Alexander Forrester, University of Southampton
András Sóbester, University of Southampton
Andy Keane, University of Southampton

John Wiley & Sons, Inc., 2008

ISBN: 978-0-470-06068-1
Language: English