23 citations · 30 across the 4 of their papers we have counts for
4 papers · 1 filter
IRENE: A Convolutional GRU Ensemble Model for Radar Precipitation Nowcasting over Italy
Alessandro Camilletti, Gabriele Franch, Elena Tomasi +1
We present IRENE (Italian Radar Ensemble Nowcasting Experiment), a deep learning model for probabilistic short-range precipitation nowcasting over the Italian domain at \SI{1}{km}…
AI reconstruction of European weather from the Euro-Atlantic regimes
A. Camilletti, G. Franch, E. Tomasi +1
We present a non-linear AI-model designed to reconstruct monthly mean anomalies of the European temperature and precipitation based on the Euro-Atlantic Weather regimes (WR) indice…
GPTCast: a weather language model for precipitation nowcasting
Gabriele Franch, Elena Tomasi, Rishabh Wanjari +4
This work introduces GPTCast, a generative deep-learning method for ensemble nowcast of radar-based precipitation, inspired by advancements in large language models (LLMs). We empl…
Can AI be enabled to dynamical downscaling? A Latent Diffusion Model to mimic km-scale COSMO5.0\_CLM9 simulations
Elena Tomasi, Gabriele Franch, Marco Cristoforetti
Downscaling techniques are one of the most prominent applications of Deep Learning (DL) in Earth System Modeling. A robust DL downscaling model can generate high-resolution fields…