Description: Surrogate Model-Based Engineering Design and Optimization Please note: this item is printed on demand and will take extra time before it can be dispatched to you (up to 20 working days). Author(s): Ping Jiang, Qi Zhou, Xinyu Shao Format: Hardback Publisher: Springer Verlag, Singapore, Singapore Imprint: Springer Verlag, Singapore ISBN-13: 9789811507304, 978-9811507304 Synopsis 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.
Price: 127.47 GBP
Location: Aldershot
End Time: 2025-01-30T11:33:42.000Z
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Book Title: Surrogate Model-Based Engineering Design and Optimization
Number of Pages: 240 Pages
Language: English
Publication Name: Surrogate Model-Based Engineering Design and Optimization
Publisher: Springer Verlag, Singapore
Publication Year: 2019
Subject: Engineering & Technology
Item Height: 235 mm
Item Weight: 547 g
Type: Textbook
Author: Qi Zhou, Ping Jiang, Xinyu Shao
Subject Area: Mechanical Engineering
Series: Springer Tracts in Mechanical Engineering
Item Width: 155 mm
Format: Hardcover
