The article discusses the growing impact of artificial intelligence (AI), focusing on one application: weather reconstruction. AI, particularly neural networks, is used to improve the accuracy and availability of weather data, which has broad implications, such as reducing airport delays and related costs. Traditional weather stations only provide data from limited locations, so AI helpsContinue reading “Physics-informed neural networks for high-resolution weather reconstruction from sparse weather stations”
Tag Archives: Machine learning
Pre-tactical convection prediction for air traffic flow management using LSTM neural network
Written by Aniel Jardines as main author, our latest paper studies how machine learning can result on high-resolution weather predictions that spot early signs of thunderstorms, using data from Météo-France weather models and satellite observations. Abstract This paper aims to explore machine learning techniques for post-processing high-resolution Numerical Weather Prediction (NWP) products for the earlyContinue reading “Pre-tactical convection prediction for air traffic flow management using LSTM neural network”
ESA-ECMWF Workshop on Machine Learning for Earth System Observation and Prediction
The Aircraft Operations Lab UC3M participated in the ESA-ECMWF Workshop on Machine Learning for Earth System Observation and Prediction, held from 7-10 May 2024 in Frascati, Italy. Organized by the European Space Agency (ESA) and the European Centre for Medium-Range Weather Forecasts (ECMWF), the workshop was a pivotal forum for exploring the synergies between machineContinue reading “ESA-ECMWF Workshop on Machine Learning for Earth System Observation and Prediction”
Latest publication: “A New Extreme Weather Nowcasting Product Supporting Aviation Management at Local Scale”
This article is part of our AI and Weather research line, and belongs to the activities we carried out in collaboration with the University of Padua in the framework of the ALARM project. The leader of the article from the Aircraft Operations Lab UC3M was Alejandro Cervantes, who was doing a postdoctoral fellowship with us.Continue reading “Latest publication: “A New Extreme Weather Nowcasting Product Supporting Aviation Management at Local Scale””