Kapteyn, M. G.; Knezevic, D. J.; Huynh, D. B. P.; Tran, M.; Willcox, K. E. Data-driven physics-based digital twins via a library of component-based reduced-order models. (English) Zbl 07767894 Int. J. Numer. Methods Eng. 123, No. 13, 2986-3003 (2022). MSC: 65Nxx 93Bxx 62Fxx PDFBibTeX XMLCite \textit{M. G. Kapteyn} et al., Int. J. Numer. Methods Eng. 123, No. 13, 2986--3003 (2022; Zbl 07767894) Full Text: DOI
Ghattas, Omar; Willcox, Karen Learning physics-based models from data: perspectives from inverse problems and model reduction. (English) Zbl 1520.65043 Acta Numerica 30, 445-554 (2021). MSC: 65K10 65L09 65M32 62F15 86A04 PDFBibTeX XMLCite \textit{O. Ghattas} and \textit{K. Willcox}, Acta Numerica 30, 445--554 (2021; Zbl 1520.65043) Full Text: DOI
Kramer, Boris; Marques, Alexandre Noll; Peherstorfer, Benjamin; Villa, Umberto; Willcox, Karen Multifidelity probability estimation via fusion of estimators. (English) Zbl 1453.62513 J. Comput. Phys. 392, 385-402 (2019). MSC: 62H12 65C20 65N06 76F55 PDFBibTeX XMLCite \textit{B. Kramer} et al., J. Comput. Phys. 392, 385--402 (2019; Zbl 1453.62513) Full Text: DOI arXiv
Peherstorfer, Benjamin; Willcox, Karen; Gunzburger, Max Survey of multifidelity methods in uncertainty propagation, inference, and optimization. (English) Zbl 1458.65003 SIAM Rev. 60, No. 3, 550-591 (2018). MSC: 65-02 62-02 49-02 PDFBibTeX XMLCite \textit{B. Peherstorfer} et al., SIAM Rev. 60, No. 3, 550--591 (2018; Zbl 1458.65003) Full Text: DOI arXiv
Benner, Peter; Gugercin, Serkan; Willcox, Karen A survey of projection-based model reduction methods for parametric dynamical systems. (English) Zbl 1339.37089 SIAM Rev. 57, No. 4, 483-531 (2015). MSC: 37M99 35B30 41A05 65K99 93A15 93C05 PDFBibTeX XMLCite \textit{P. Benner} et al., SIAM Rev. 57, No. 4, 483--531 (2015; Zbl 1339.37089) Full Text: DOI Link
Ng, Leo W. T.; Willcox, Karen E. Multifidelity approaches for optimization under uncertainty. (English) Zbl 1352.74230 Int. J. Numer. Methods Eng. 100, No. 10, 746-772 (2014). MSC: 74P10 90B25 90C15 PDFBibTeX XMLCite \textit{L. W. T. Ng} and \textit{K. E. Willcox}, Int. J. Numer. Methods Eng. 100, No. 10, 746--772 (2014; Zbl 1352.74230) Full Text: DOI Link
March, Andrew; Willcox, Karen Constrained multifidelity optimization using model calibration. (English) Zbl 1274.74286 Struct. Multidiscip. Optim. 46, No. 1, 93-109 (2012). MSC: 74P10 PDFBibTeX XMLCite \textit{A. March} and \textit{K. Willcox}, Struct. Multidiscip. Optim. 46, No. 1, 93--109 (2012; Zbl 1274.74286) Full Text: DOI