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Books > Professional & Technical > Mechanical engineering & materials > Production engineering
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Surrogate Model-Based Engineering Design and Optimization (Paperback, 1st ed. 2020)
Loot Price: R5,143
Discovery Miles 51 430
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Surrogate Model-Based Engineering Design and Optimization (Paperback, 1st ed. 2020)
Series: Springer Tracts in Mechanical Engineering
Expected to ship within 18 - 22 working days
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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.
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