1 code implementation • 5 Oct 2021 • Anthony Gruber, Max Gunzburger, Lili Ju, Zhu Wang
The popularity of deep convolutional autoencoders (CAEs) has engendered new and effective reduced-order models (ROMs) for the simulation of large-scale dynamical systems.
1 code implementation • 29 Apr 2021 • Anthony Gruber, Max Gunzburger, Lili Ju, Yuankai Teng, Zhu Wang
A dimension reduction method based on the "Nonlinear Level set Learning" (NLL) approach is presented for the pointwise prediction of functions which have been sparsely sampled.