Managing computational complexity using surrogate models: a critical review

In simulation-based realization of complex systems, we are forced to address the issue of computational complexity. One critical issue that must be addressed is the approximation of reality using surrogate models to replace expensive simulation models of engineering problems. In this paper, we criti...

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Vydáno v:	Research in engineering design Ročník 31; číslo 3; s. 275 - 298
Hlavní autoři:	Alizadeh, Reza, Allen, Janet K., Mistree, Farrokh
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	London Springer London 01.07.2020 Springer Nature B.V
Témata:	Accuracy CAE) and Design Complex systems Complexity Computational efficiency Computer simulation Computer-Aided Engineering (CAD Computing time Design engineering Design of experiments Engineering Engineering Design Hypercubes Model accuracy Original Paper Qualitative analysis Response surface methodology Simulation models State-of-the-art reviews Time measurement Design Response surface Surrogate model Meta model Model selection Computational complexity
ISSN:	0934-9839, 1435-6066
On-line přístup:	Získat plný text
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