DNN-based-fast-solver-of-the-SWEs

Deep neural network (DNN)-based fast solver of the shallow water equations (SWEs)

• bathymetry_PCA_DNN_forward.ipynb: principal component analysis-deep neural network based solver
• bathymetry_SE_forward.ipynb: supervised encoder-based solver
• bathymetry_SVE_forward.ipynb: supervised variational encoder-based solver

Reference:

M. Forghani et al., “Application of deep learning to large scale riverine flow velocity estimation”, Stochastic Environmental Research and Risk Assessment 35, 1069-1088 (2021). https://link.springer.com/article/10.1007/s00477-021-01988-0