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Surrogate-Based Modeling and Optimization

Engels | 1e druk | Hardcover | 9781461475507 | 412 pagina's

- 9781461475507

 

Engels | 1e druk | Hardcover | 9781461475507 | 412 pagina's

Contemporary engineering design is heavily based on computer simulations. Accurate, high-fidelity simulations are used not only for design verification but, even more importantly, to adjust parameters of the system to have it meet given performance requirements. Unfortunately, accurate simulations are often computationally very expensive with evaluation times as long as hours or even days per design, making design automation using conventional methods impractical. These and other problems can be alleviated by the development and employment of so-called surrogates that reliably represent the expensive, simulation-based model of the system or device of interest but they are much more reasonable and analytically tractable.

This volume features surrogate-based modeling and optimization techniques, and their applications for solving difficult and computationally expensive engineering design problems. It begins by presenting the basic concepts and formulations of the surrogate-based modeling and optimization paradigm and then discusses relevant modeling techniques, optimization algorithms and design procedures, as well as state-of-the-art developments. The chapters are self-contained with basic concepts and formulations along with applications and examples. The book will be useful to researchers in engineering and mathematics, in particular those who employ computationally heavy simulations in their design work.

 

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109.99

Surrogate-Based Modeling and Optimization Engels | 1e druk | Hardcover | 9781461475507 | 412 pagina's
TaalEngels
BindwijzeHardcover
Verschijningsdatumjuni 2013
Druk1e druk
Aantal pagina's412 pagina's
IllustratiesMet illustraties
ISBN139781461475507
RedactieSlawomir Koziel
UitgeverSpringer-Verlag New York Inc.
Extra groot lettertypeNee



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