Výsledky vyhledávání - deep convolutional autoencoder finite element nonlinear problems*
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Non-intrusive reduced order modeling of natural convection in porous media using convolutional autoencoders: Comparison with linear subspace techniques
ISSN: 0309-1708, 1872-9657Vydáno: United States Elsevier Ltd 01.02.2022Vydáno v Advances in water resources (01.02.2022)“…, the process of CO2 sequestration). Here, we extend and present a non-intrusive reduced order model of natural convection in porous media employing deep convolutional…”
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Journal Article -
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Reduced-order modeling for stochastic large-scale and time-dependent flow problems using deep spatial and temporal convolutional autoencoders
ISSN: 2213-7467, 2213-7467Vydáno: Cham Springer International Publishing 19.05.2023Vydáno v Advanced modeling and simulation in engineering sciences (19.05.2023)“…A non-intrusive reduced-order model based on convolutional autoencoders is proposed as a data-driven tool to build an efficient nonlinear reduced-order model for stochastic spatiotemporal large-scale flow problems…”
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Journal Article