77 citations · 127 across the 9 of their papers we have counts for
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math.NA2020★ 25 cited
A deep learning approach for the computation of curvature in the level-set method
Luis Ángel Larios-Cárdenas, Frederic Gibou
We propose a deep learning strategy to estimate the mean curvature of two-dimensional implicit interfaces in the level-set method. Our approach is based on fitting feed-forward neu…
math.NA2020★ 77 cited
Solving inverse-PDE problems with physics-aware neural networks
Samira Pakravan, Pouria A. Mistani, Miguel Angel Aragon-Calvo +1
We propose a novel composite framework to find unknown fields in the context of inverse problems for partial differential equations (PDEs). We blend the high expressibility of deep…