Mohammadi, Farid; Eggenweiler, Elissa; Flemisch, Bernd; Oladyshkin, Sergey; Rybak, Iryna; Schneider, Martin; Weishaupt, Kilian A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow. (English) Zbl 1520.86009 Comput. Geosci. 27, No. 4, 663-686 (2023). MSC: 86A32 62F15 65C05 76S05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Kohlhaas, Rebecca; Kröker, Ilja; Oladyshkin, Sergey; Nowak, Wolfgang Gaussian active learning on multi-resolution arbitrary polynomial chaos emulator: concept for bias correction, assessment of surrogate reliability and its application to the carbon dioxide benchmark. (English) Zbl 1521.86048 Comput. Geosci. 27, No. 3, 369-389 (2023). MSC: 86A32 60G15 62P12 86-10 × Cite Format Result Cite Review PDF Full Text: DOI
Bürkner, Paul-Christian; Kröker, Ilja; Oladyshkin, Sergey; Nowak, Wolfgang A fully Bayesian sparse polynomial chaos expansion approach with joint priors on the coefficients and global selection of terms. (English) Zbl 07696975 J. Comput. Phys. 488, Article ID 112210, 25 p. (2023). MSC: 65Cxx 62Jxx 60Hxx × Cite Format Result Cite Review PDF Full Text: DOI arXiv