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Horizon Europe (HORIZON) | Call: HORIZON-SESAR-2025-DES-ER-03 | Grant No 101287164 
 
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Multi-Sensor Physics-Informed Contrail Detection, Radiative Forcing Estimation & Interactive Climate Analytics

ABOUT E-CONTRAIL 2

Main Goal

E-CONTRAIL 2 is a SESAR 3 Joint Undertaking project that builds on the research carried out in the E-CONTRAIL project (2023–2025), which focused on contrail detection, radiative forcing estimation, contrail outbreak forecasting, and monitoring. The project also leverages advances from related European initiatives, including CICONIA and ContrailNet, as well as recent contrail detection efforts undertaken in the United States.

Our ambition is to combine artificial intelligence and atmospheric science to better understand and quantify the radiative forcing of contrails and aviation-induced cloudiness across Europe. To achieve this, we will integrate data from a wide range of observational platforms, including multispectral imagers on geostationary (GEO) and low Earth orbit (LEO) satellites, LIDAR and RADAR instruments on LEO satellites, and ground-based infrared and visible cameras.

The overarching goal of E-CONTRAIL 2 is to deliver an open, end-to-end capability for detecting, tracking, and quantifying the climate impact of contrails and aviation-induced cloudiness in Europe. By combining a harmonised multi-sensor observation framework with physics-informed machine learning models, robust radiative forcing estimation methods, and an interactive decision-support dashboard, the project will significantly reduce current uncertainties surrounding contrail climate effects. In doing so, E-CONTRAIL 2 will provide aviation stakeholders and policymakers with actionable, geospatially resolved insights to support effective mitigation strategies and more sustainable aviation operations.

PROJECT
CONSORTIUM

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PROJECT AMBITIONS

Image by NASA Hubble Space Telescope

MULTI-SENSOR LABELLED CONTRAIL DATASETS

Image by Ahmed Atef

CONTRAIL MODEL & PHYSICS-INFORMED CONTRAIL DETECTION

Image by Tolga Ahmetler

RADIATIVE FORCING ESTIMATION (CONTRAIL IMPACT ATRIBUTION)

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CONTRAIL IMPACT QUANTIFICATION & OUTBREAK PREDICTION

Create multi-sensor observational dataset of aircraft contrails in Europe (through the ContrailNet portal public repository), including MTG, EarthCARE, spectral images, LIDAR, RADAR, visible and infrared ground cameras.

Deliver a physics-informed, data-driven contrail detection and tracking framework that combines advection–diffusion modelling of contrail evolution with neural network architectures constrained by atmospheric physics, enabling accurate and scalable detection of contrails from multispectral satellite imagery.

Quantify the radiative forcing of cirrus clouds using observations from geostationary satellite, low Earth orbit satellites, and ground-based images combined with radiative transfer modeling and a closure scheme between measured and simulated radiances.

Develop an interactive dashboard for the visualization of geo-referenced contrail detections and their associated climate impacts, while leveraging existing deep learning models to forecast contrail outbreaks and their expected radiative forcing.

MOST RECENT ACTIVITIES

Look up! The joint initiative by E-CONTRAIL & Breakthrough Energy for you to take climate action

MILESTONES

Swipe to see the project timeline

JUNE

2023

WP5

Kick off Meeting

APRIL

2024

WP1

Maps of contrails and aviation-induced cloudiness

SOCIAL MEDIA 

  • LinkedIn
  • Youtube

CONTACT US

Project coordinator: masolera@ing.uc3m.es

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Thank you for your message!

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This project is supported by the SESAR 3 Joint Undertaking and its members under grant agreement No 101114795.
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