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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Bibliographic Details
Published in:	Research in engineering design Vol. 31; no. 3; pp. 275 - 298
Main Authors:	Alizadeh, Reza, Allen, Janet K., Mistree, Farrokh
Format:	Journal Article
Language:	English
Published:	London Springer London 01.07.2020 Springer Nature B.V
Subjects:	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
Online Access:	Get full text
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