He, Xiaolong; Chen, Jiun-Shyan Thermodynamically consistent machine-learned internal state variable approach for data-driven modeling of path-dependent materials. (English) Zbl 1507.74007 Comput. Methods Appl. Mech. Eng. 402, Article ID 115348, 22 p. (2022). MSC: 74-10 68T05 74A20 PDFBibTeX XMLCite \textit{X. He} and \textit{J.-S. Chen}, Comput. Methods Appl. Mech. Eng. 402, Article ID 115348, 22 p. (2022; Zbl 1507.74007) Full Text: DOI arXiv
He, Xiaolong; He, Qizhi; Chen, Jiun-Shyan Deep autoencoders for physics-constrained data-driven nonlinear materials modeling. (English) Zbl 1502.74109 Comput. Methods Appl. Mech. Eng. 385, Article ID 114034, 29 p. (2021). MSC: 74S99 68T07 74A20 PDFBibTeX XMLCite \textit{X. He} et al., Comput. Methods Appl. Mech. Eng. 385, Article ID 114034, 29 p. (2021; Zbl 1502.74109) Full Text: DOI arXiv
Yao, Houpu; Gao, Yi; Liu, Yongming FEA-Net: a physics-guided data-driven model for efficient mechanical response prediction. (English) Zbl 1436.74078 Comput. Methods Appl. Mech. Eng. 363, Article ID 112892, 30 p. (2020). MSC: 74S05 74A20 PDFBibTeX XMLCite \textit{H. Yao} et al., Comput. Methods Appl. Mech. Eng. 363, Article ID 112892, 30 p. (2020; Zbl 1436.74078) Full Text: DOI arXiv