4 papers · 1 filter
Forecasting threshold exceedance of atmospheric variables at a specific location
Roberta Baggio, Jean-François Muzy
This study compares two methodological approaches for predicting, at a given site, threshold exceedances of atmospheric variables such as temperature and wind speed: (i) direct pro…
Local wind speed forecasting at short time horizons based on Numerical Weather Prediction and observations from surrounding stations
Roberta Baggio, Killian Pujol, Florian Pantillon +3
This study presents a hybrid neural network model for short-term (1-6 hours ahead) surface wind speed forecasting, combining Numerical Weather Prediction (NWP) with observational d…
Improving prediction of heavy rainfall in the Mediterranean with Neural Networks using both observation and Numerical Weather Prediction data
Killian Pujol, Roberta Baggio, Dominique Lambert +3
Forecasting Heavy Precipitation Events (HPE) in the Mediterranean is crucial but challenging due to the complexity of the processes involved. In this context, Artificial Intelligen…
Improving probabilistic wind speed forecasting using M-Rice distribution and spatial data integration
Roberta Baggio, Jean-François Muzy
We consider the problem of short-term forecasting of surface wind speed probability distribution. Our approach consists in predicting the parameters of a given probability density…