Liu, Qiang; Zhu, Wei; Jia, Xiyu; Ma, Feng; Wen, Jun; Wu, Yixiong; Chen, Kuangqi; Zhang, Zhenhai; Wang, Shuang The anisotropic graph neural network model with multiscale and nonlinear characteristic for turbulence simulation. (English) Zbl 07796643 Comput. Methods Appl. Mech. Eng. 419, Article ID 116543, 26 p. (2024). MSC: 76-XX 86-XX PDFBibTeX XMLCite \textit{Q. Liu} et al., Comput. Methods Appl. Mech. Eng. 419, Article ID 116543, 26 p. (2024; Zbl 07796643) Full Text: DOI
Silva, Vinicius L. S.; Heaney, Claire E.; Li, Yaqi; Pain, Christopher C. Data assimilation predictive GAN (DA-PredGAN) applied to a spatio-temporal compartmental model in epidemiology. (English) Zbl 1510.68090 J. Sci. Comput. 94, No. 1, Paper No. 25, 31 p. (2023); correction ibid. 95, No. 2, Paper No. 47, 2 p. (2023). MSC: 68T05 68T07 92D30 PDFBibTeX XMLCite \textit{V. L. S. Silva} et al., J. Sci. Comput. 94, No. 1, Paper No. 25, 31 p. (2023; Zbl 1510.68090) Full Text: DOI arXiv
Wen, Ziming; Li, Yu; Wang, Hu; Peng, Yong Data-driven spatiotemporal modeling for structural dynamics on irregular domains by stochastic dependency neural estimation. (English) Zbl 07644876 Comput. Methods Appl. Mech. Eng. 404, Article ID 115831, 40 p. (2023). MSC: 92-XX 74-XX PDFBibTeX XMLCite \textit{Z. Wen} et al., Comput. Methods Appl. Mech. Eng. 404, Article ID 115831, 40 p. (2023; Zbl 07644876) Full Text: DOI
Pawar, Suraj; San, Omer; Rasheed, Adil; Vedula, Prakash Frame invariant neural network closures for Kraichnan turbulence. (English) Zbl 07642772 Physica A 609, Article ID 128327, 19 p. (2023). MSC: 82-XX PDFBibTeX XMLCite \textit{S. Pawar} et al., Physica A 609, Article ID 128327, 19 p. (2023; Zbl 07642772) Full Text: DOI arXiv
Oulghelou, M.; Beghein, C.; Allery, C. A surrogate optimization approach for inverse problems: application to turbulent mixed-convection flows. (English) Zbl 1521.76616 Comput. Fluids 241, Article ID 105490, 11 p. (2022). MSC: 76M21 76D55 PDFBibTeX XMLCite \textit{M. Oulghelou} et al., Comput. Fluids 241, Article ID 105490, 11 p. (2022; Zbl 1521.76616) Full Text: DOI arXiv
Han, Seongji; Choi, Hee-Sun; Choi, Juhwan; Choi, Jin Hwan; Kim, Jin-Gyun A DNN-based data-driven modeling employing coarse sample data for real-time flexible multibody dynamics simulations. (English) Zbl 1506.65097 Comput. Methods Appl. Mech. Eng. 373, Article ID 113480, 33 p. (2021). MSC: 65L05 70E55 PDFBibTeX XMLCite \textit{S. Han} et al., Comput. Methods Appl. Mech. Eng. 373, Article ID 113480, 33 p. (2021; Zbl 1506.65097) Full Text: DOI