Better Contrails Mitigation

Projektinformationen

BeCoM

ID Finanzhilfevereinbarung: 101056885

DOI

10.3030/101056885

EK-Unterschriftsdatum 4 Mai 2022

Startdatum 1 Juni 2022

Enddatum 31 Mai 2026

Finanziert unter

• Climate, Energy and Mobility

Gesamtkosten

€ 4 457 338,75

EU-Beitrag

€ 4 457 334,00

Koordiniert durch

TECHNISCHE UNIVERSITEIT DELFT
Netherlands

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Documents, reports (7)

Tests of the assimilation of cloud measurements within the ICON global forecasting system based on the MFASIS operator of RTTOV

This deliverable will report the exploration of using measurements of high clouds and contrails within the ICON global forecasting system to improve the representation of humidity and the prediction of contrails.Linked to T2.1.

Concept of an ice cloud microphysics module of intermediate complexity for application in numerical weather prediction

The deliverable will describe an ice cloud parameterisation for a weather model, in this case the ICON weather model, that allows: 1) ice supersaturation in clear sky, 2) that initiates cirrus formation only at certain degrees of supersaturation (temperature dependent, homogeneous nucleation), 3) that does consume the excess water vapour (i.e. the fraction above saturation) not instantaneously but following its thermodynamic force (that is, the crystal growth rate is proportional to the degree of supersaturation); this allows to have supersaturation within clouds as observed, and4) point 3 above works in the same way at subsaturation, i.e. the rate of crystal sublimation is proportional to the degree of subsaturation, such that cirrus clouds can survive for a while at subsaturated conditions, as observed.The deliverable will also report on tests of this new parameterisation within offline-runs of ICON for several situations.Linked to T2.3.

Description on training and testing datasets

This is a report containing detailed information about datasets sources formats and corresponding preprocessing will be produced highlighting in particular the underlying labeling methodology where appropriate This will serve as a basis to avoid biases in AI algorithms and will also ensure consistent use of data across the several project WPsLinked to T31 T13 T11 T14

The humidity analyses and the degree of supersaturation

This deliverable will include the results of humidity analysis and the calculation of the degree of supersaturations. The aim is to identify humidity variability associated to different measurements. Such comparison is essential for AI algorithm training in WP3.Linked to T1.1 and T1.4.

The development and calculation of robust algorithmic cost functions for climate change of H2O, NOx, and contrail cirrus

This deliverable will document the development and calculation of robust algorithmic cost functions (ACFs) for climate change of non-CO2 effects, e.g., H2O, NOx, and contrail cirrus. The developed ACFs will serve the basis for the further assessment of the new policy driven flight planning.Linked to T5.1 and T5.2.

Algorithmic specification of contrails detection AI algorithms

This report documents details of the mathematical formalization of AI algorithms, their architectures and their properties will be produced. This document will articulate the proposed approaches with state-of-the-art algorithms already proven successful in other relevant contexts.Linked to T3.1 and T3.2.

Upgraded instrumentation and Lidar inversion software

This deliverables will report the upgrades of instrumentation, e.g., Lidar or flash sondes, for systematic operations. The optimized instrumentation is important for collecting water vapour/ice cloud information to be used in analysing the humidity and degree of supersatuaration in D1.2. Linked to T1.1.

Websites, patent fillings, videos etc. (1)

Project website

The project website will be one of the key channels for BeCoM to disseminate the project activities and research findings

Veröffentlichungen

Peer reviewed articles (5)

Atmosphere

Autoren: Florian Mandija; Philippe Keckhut; Dunya Alraddawi; Sergey Khaykin; Alain Sarkissian
Veröffentlicht in: MDPI Atmosphere, 2024, ISSN 2073-4433
Herausgeber: Rotoweb Cantelli
DOI: 10.20944/PREPRINTS202409.0639.V1

Atmosphere

Autoren: Dunya Alraddawi; Philippe Keckhut; Florian Mandija; Alain Sarkissian; Christophe Pietras; Jean-Charles Dupont; Antoine Farah; Alain Hauchecorne; Jacques Porteneuve
Veröffentlicht in: MDPI Atmosphere, Ausgabe 16 (3), pp.351, 2025, ISSN 2073-4433
Herausgeber: MDPI
DOI: 10.3390/ATMOS16030351

Atmospheric Research

Autoren: Diarra, Sidy; Baray, Jean-Luc; Montoux, Nadège; Fréville, Patrick; Peyrin, Frédéric; Cacault, Philippe; Boucher, William; Keckhut, Philippe
Veröffentlicht in: Atmospheric Research, 2026, ISSN 0169-8095
Herausgeber: Elsevier
DOI: 10.1016/J.ATMOSRES.2025.108500

Nighttime Contrail Characterization from Multisource Lidar and Meteorological Observations

Autoren: Florian Mandija, Philippe Keckhut, Dunya Alraddawi, Abdanour Irbah, Alain Sarkissian, Sergey Khaykin, Frédéric Peyrin, Jean-Luc Baray
Veröffentlicht in: Remote Sensing, Ausgabe 18, 2026, ISSN 2072-4292
Herausgeber: MDPI AG
DOI: 10.3390/RS18020210

Towards a more reliable forecast of ice supersaturation: Concept of a one-moment ice cloud scheme that avoids saturation adjustment

Autoren: Dario Sperber; Klaus Gierens
Veröffentlicht in: Atmos. Chem. Phys., Ausgabe 23, 2023, ISSN 1680-7324
Herausgeber: Copernicus
DOI: 10.5194/acp-23-15609-2023

Conference proceedings (16)

Ground-based installations at the Haute Provence Observatory (OHP) to monitoring and study condensation trails

Autoren: Abdanour Irbah, Philippe Keckhut, Dunya Alraddawi, Florian Mandija, Olivier Liandrat
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-11372

Upper tropospheric water vapor profiles derived from Raman lidar over France territories for contrails investigations

Autoren: Dunya Alraddawi, Philippe Keckhut, Florian Mandija, Alexis Mariaccia, Christophe Pietras, Jean-Charles Dupont, Guillaume Payen, Hélène Vérèmes, Alain Hauchecorne, Alain Sarkissian, Jean-François Mariscal, Jacques Porteneuve, Jean-Luc Baray, Nadège Montoux
Herausgeber: To be assigned

Towards a more reliable forecast of ice supersaturation: Concept of a one-moment ice cloud scheme that avoids saturation adjustment

Autoren: Sperber, Dario Pascal; Gierens, Klaus Martin
Veröffentlicht in: Atmospheric Chemistry and Physics, 2023
DOI: 10.5194/ACP-23-15609-2023

Mitigation potential of optimized aircraft trajectories and its dependency on weather patterns

Autoren: Federica Castino, Feijia Yin, Volker Grewe, Hiroshi Yamashita
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU24-16759

Automated nighttime contrail detection using spatio-temporal clustering of Raman lidar measurements 

Autoren: Florian Mandija, Philippe Keckhut, Dunya Alraddawi, Abdanour Irbah, Alain Sarkissian, Sergey Khaykin, Frédéric Peyrin, Jean-Luc Baray
Veröffentlicht in: 2026
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU26-5443

Midlatitude cirrus cloud investigations from ground-based lidar and ERA-5 re-analysis

Autoren: Florian Mandija, Dunya Alraddawi, Philippe Keckhut, Sergey Khaykin
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU24-11218

Net(-work) Impact of Non-CO2 Pricing in EU ETS: Demand and Ticket Price Dynamics in Air Transport Across Geographical Scopes

Autoren: Katrin Kölker, Malte Niklaß, Roland Eichinger, Thorsten Ehlers, Zarah Zengerling, Klaus Lütjens
Veröffentlicht in: Transportation Research Procedia, Ausgabe 95, 2026, ISSN 2352-1465
Herausgeber: Elsevier BV
DOI: 10.1016/J.TRPRO.2026.02.039

Comparisons of radiosonde water vapor measurements with ECMWF ERA-5 and contrails observations above Clermont-Ferrand (France)

Autoren: Diarra, Sidy; Baray, Jean-Luc; Montoux, Nadège; Fréville, Patrick; Peyrin, Fréderic; Cacault, Philippe; Keckhut, Philippe
Veröffentlicht in: Crossref, 2025
Herausgeber: EGU General Assembly 2024
DOI: 10.5194/EGUSPHERE-EGU24-10040

Integrating aviation’s non-CO2 effects into EU ETS: Impact of CO2e accounting on operational and technological climate mitigation measures

Autoren: Zarah Lea Zengerling, Malte Niklaß, Volker Gollnick
Veröffentlicht in: Transportation Research Procedia, Ausgabe 95, 2026, ISSN 2352-1465
Herausgeber: Elsevier BV
DOI: 10.1016/J.TRPRO.2026.02.025

Ground-based facilities for monitoring and studying condensation trails

Autoren: Abdanour Irbah, Philippe Keckhut, Dunya Alraddawi, Florian Mandija, Olivier Liandrat, Frédéric Peyrin, Mehdi Ben Slama
Veröffentlicht in: Remote Sensing of Clouds and the Atmosphere XXX, 2025
Herausgeber: SPIE
DOI: 10.1117/12.3070145

Integrating climate policies into air transport operations: Challenges, Risks, and Impacts

Autoren: Niklaß, Malte; Zengerling, Zarah Lea; Kölker, Katrin
Veröffentlicht in: 15th EASN International Conference on Innovation in Aviation and Space, 2025
Herausgeber: EASN

Comparison of TRACIS campaign data with data from radiosonde, IPRAL Lidar and ERA5

Autoren: Alexis Poignard, Antoine Farah, Alain Sarkissian, Philippe Keckhut, Dunya Alraddawi, Sergey Khaykin, Jean-Charles Dupont, Julie Capo
Veröffentlicht in: 2026
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU26-21164

Mitigating the climate impact of aviation by operational means - A comparative study for different weather situations

Autoren: Zengerling, Zarah Lea; Mendiguchia Meuser, Maximilian; Lau, Alexander
Veröffentlicht in: Proceedings of the 34th ICAS Congress 2024, 2024
Herausgeber: ICAS

Raman lidar water vapor observations to assess the uncertainty of MLS and ERA5 at the upper troposhere

Autoren: Dunya Alraddawi, Philippe Keckhut, Florian Mandija, Guillaume Payen, Jean Charles Dupont, Christophe Pietras, Abdenour Irbah, Alain Sarkissian, Alain Hauchecorne, Jacques Porteneuve
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-10454

Investigating the feasibility of supporting climate-optimized flight planning with non-CO2 policies

Autoren: Zengerling, Zarah Lea
Veröffentlicht in: International Conference on Sustainable Aviation Research (ICSAR 2025), 2025
Herausgeber: ICSAR

"Contrail detection at nighttime combining lidar, meteorological and system  ADS-B data "

Autoren: Florian Mandija, Philippe Keckhut, Dunya Alraddawi, Abdanour Irbah
Veröffentlicht in: 2025
Herausgeber: Copernicus GmbH
DOI: 10.5194/EGUSPHERE-EGU25-19851