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Engineering Design via Surrogate Modelling: A Practical Guide (Progress in Astronautics and Aeronautics) - Hardcover
Synopsis
A guide to surrogate models and their use in engineering design. It presents the fundamentals of building, selecting, validating, searching and refining a surrogate. It guides the reader through the practical implementation of a surrogate-based design process using a set of case studies from real engineering design challenges.
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From the Back Cover
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.com/go/forrester
About the Author
Dr. Alexander I. J. Forrester is Lecturer in Engineering Design at the University of Southampton. His main area of research focuses on improving the efficiency with which expensive analysis (particularly computational fluid dynamics) is used in design. His techniques have been applied to wing aerodynamics, satellite structures, sports equipment design, and Formula One automobile racing.
Dr. András Sóbester is an Engineering and Physical Sciences Research Council / Royal Academy of Engineering Research Fellow in the School of Engineering Sciences at the University of Southampton. His research interests include aircraft design, aerodynamic shape parameterization and optimization, and engineering design technology in general.
Professor Andy J. Keane holds the Chair of Computational Engineering at the University of Southampton and leads its Computational Engineering and Design Research Group. His principal focus is on the design of aerospace systems using computational methods. He has published over two hundred papers and three books in this area, many of which deal with surrogate modelling. He has studied design problems for three decades, including the concept design of warships and the use of modern stochastic methods in structural design, as well as the fundamentals underpinning these methods. He is also Director of the UKs Southern Regional e-Science Centre, which is active in industrial
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- PublisherAIAA
- Publication date2008
- ISBN 10 1563479559
- ISBN 13 9781563479557
- BindingHardcover
- LanguageEnglish
- Number of pages205
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