Cheng, Sibo; Liu, Che; Guo, Yike; Arcucci, Rossella Efficient deep data assimilation with sparse observations and time-varying sensors. (English) Zbl 07807988 J. Comput. Phys. 496, Article ID 112581, 20 p. (2024). MSC: 68Txx 65Kxx 90Cxx PDFBibTeX XMLCite \textit{S. Cheng} et al., J. Comput. Phys. 496, Article ID 112581, 20 p. (2024; Zbl 07807988) Full Text: DOI arXiv
Arcucci, Rossella; Xiao, Dunhui; Fang, Fangxin; Navon, Ionel Michael; Wu, Pin; Pain, Christopher C.; Guo, Yi-Ke A reduced order with data assimilation model: theory and practice. (English) Zbl 1521.76314 Comput. Fluids 257, Article ID 105862, 12 p. (2023). MSC: 76M10 65M60 62R07 76F50 PDFBibTeX XMLCite \textit{R. Arcucci} et al., Comput. Fluids 257, Article ID 105862, 12 p. (2023; Zbl 1521.76314) Full Text: DOI
Fu, Jinlong; Xiao, Dunhui; Fu, Rui; Li, Chenfeng; Zhu, Chuanhua; Arcucci, Rossella; Navon, Ionel M. Physics-data combined machine learning for parametric reduced-order modelling of nonlinear dynamical systems in small-data regimes. (English) Zbl 07644844 Comput. Methods Appl. Mech. Eng. 404, Article ID 115771, 49 p. (2023). MSC: 68-XX 65-XX PDFBibTeX XMLCite \textit{J. Fu} et al., Comput. Methods Appl. Mech. Eng. 404, Article ID 115771, 49 p. (2023; Zbl 07644844) Full Text: DOI
Mack, Julian; Arcucci, Rossella; Molina-Solana, Miguel; Guo, Yi-Ke Attention-based convolutional autoencoders for 3D-variational data assimilation. (English) Zbl 1506.94007 Comput. Methods Appl. Mech. Eng. 372, Article ID 113291, 33 p. (2020). MSC: 94A08 65R10 86-08 PDFBibTeX XMLCite \textit{J. Mack} et al., Comput. Methods Appl. Mech. Eng. 372, Article ID 113291, 33 p. (2020; Zbl 1506.94007) Full Text: DOI arXiv
Wu, Pin; Sun, Junwu; Chang, Xuting; Zhang, Wenjie; Arcucci, Rossella; Guo, Yike; Pain, Christopher C. Data-driven reduced order model with temporal convolutional neural network. (English) Zbl 1441.76101 Comput. Methods Appl. Mech. Eng. 360, Article ID 112766, 13 p. (2020). MSC: 76M99 65F50 PDFBibTeX XMLCite \textit{P. Wu} et al., Comput. Methods Appl. Mech. Eng. 360, Article ID 112766, 13 p. (2020; Zbl 1441.76101) Full Text: DOI