Project

SESAR H2020 ISOBAR - Artificial Intelligence Solutions to Meteo-Based DCB Imbalances for Network Operations Planning

Goal: https://isobar-project.eu/
ISOBAR aims at the provision of a service- and AI-based Network Operations Plan, by integrating enhanced convective weather forecasts for predicting imbalances between capacity and demand and exploiting AI to select mitigation measures at local and network level in a collaborative ATFCM operations paradigm.

This project has received funding from the SESAR Joint Undertaking (JU) under grant agreement No 891965. The JU receives support from the European Union’s Horizon 2020 research and innovation programme and the SESAR JU members other than the Union.

Date: 1 June 2020 - 1 November 2022

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Project log

Manuel Soler
added a research item
Convective weather is a large source of disruption for air traffic management operations. Being able to predict thunderstorms the day before operations can help traffic managers plan around weather and improve air traffic flow management operations. In this paper, machine learning is applied on data from satellite storm observations and ensemble numerical weather prediction products to detect convective weather 36 h in advance. The learning task is formulated as a binary classification problem and a neural network is trained to predict the occurrence of storms. The neural network results are used to develop a probabilistic based convection indicator capable of outperforming existing convection indicators found in the literature. Lastly, applications of the neural network based indicator in an air traffic management setting are presented.
Thorben Bethe
added a project goal
ISOBAR aims at the provision of a service- and AI-based Network Operations Plan, by integrating enhanced convective weather forecasts for predicting imbalances between capacity and demand and exploiting AI to select mitigation measures at local and network level in a collaborative ATFCM operations paradigm.
This project has received funding from the SESAR Joint Undertaking (JU) under grant agreement No 891965. The JU receives support from the European Union’s Horizon 2020 research and innovation programme and the SESAR JU members other than the Union.