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cs.LG2026
Mapping small reservoirs across Brazil from 1984 to 2025
Kylen Solvik, Luis Gustavo Carvalho, Marcia N. Macedo
Water research in Brazil largely overlooks the widespread damming of small streams for agricultural uses including watering cattle, farm-scale hydropower, irrigation, and aquacultu…
cs.LG2024
4D-Var using Hessian approximation and backpropagation applied to automatically-differentiable numerical and machine learning models
Kylen Solvik, Stephen G. Penny, Stephan Hoyer
Constraining a numerical weather prediction (NWP) model with observations via 4D variational (4D-Var) data assimilation is often difficult to implement in practice due to the need…