Sparsifying dimensionality reduction of PDE solution data with Bregman learning

Tjeerd Jan Heeringa, Christoph Brune, Mengwu Guo

Classical model reduction techniques project the governing equations onto a linear subspace of the original state space. More recent data-driven techniques use neural networks to e…