Classical approaches for flood prediction apply numerical methods for the solution of partial differential equations that capture the physics of inundation processes (e. g. the 2D Shallow Water equations). https://www.maximilianopellegrini.com/product-category/exfolierings-creme/
FloodGNN-GRU: a spatio-temporal graph neural network for flood prediction
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