Empirical Upscaling of Point-scale Soil Moisture Measurements for Spatial Evaluation of Model Simulations and Satellite Retrievals

no code implementations • 8 Apr 2024 • Yi Yu, Brendan P. Malone, Luigi J. Renzullo

The cross-cluster validation underscored the capability of the upscaling approach to map the spatial variability of SM within areas that were not covered by in-situ sites, with correlation performance ranging between 0. 6 and 0. 8.

A data-driven approach to precipitation parameterizations using convolutional encoder-decoder neural networks

2 code implementations • 25 Mar 2019 • Pablo Rozas Larraondo, Luigi J. Renzullo, Inaki Inza, Jose A. Lozano

Numerical Weather Prediction (NWP) models represent sub-grid processes using parameterizations, which are often complex and a major source of uncertainty in weather forecasting.

Atmospheric and Oceanic Physics 86-08 I.4.9; I.6.6; J.2