Pre‐tactical convection prediction for air traffic flow management using LSTM neural network

Abstract This paper aims to explore machine learning techniques for post‐processing high‐resolution Numerical Weather Prediction (NWP) products for the early detection of convection. Data from the Arome Ensemble Prediction System and satellite observations from the Rapidly Developing Thunderstorm (R...

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Bibliographic Details

Published in:	Meteorological Applications
Main Authors:	Aniel Jardines, Manuel Soler, Javier García‐Heras, Matteo Ponzano, Laure Raynaud
Format:	Article
Language:	English
Published:	Wiley 2024-05-01
Subjects:	air traffic management convection machine learning numerical weather prediction satellite images thunderstorms
Online Access:	https://doi.org/10.1002/met.2215