Publication:
nextGEMS: entering the era of kilometer-scale Earth system modeling

cris.virtual.author-orcid0000-0002-8645-4702
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-6720-5882
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-5129-6364
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-7065-4681
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3774-6151
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-5468-575X
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-6459-9284
cris.virtualsource.author-orcidce3583e4-df0a-4e77-909a-fcd54104d6a6
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-1946-6332
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-9508-0450
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0001-4966-0232
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-6564-1699
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-2127-1817
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-5293-5604
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-9934-1531
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-5795-4767
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3731-0278
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-9052-6828
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-5760-4524
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-9622-6690
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-0886-2911
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-1790-5765
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-1963-7875
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-1133-2361
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3596-8287
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-8615-5702
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0001-5829-2718
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0009-8160-5557
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-4512-087X
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-6776-7893
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-8615-2088
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3116-8071
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-9883-5086
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-9049-1952
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0004-0071-7033
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-7791-9635
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3675-0968
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-6533-3928
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-1650-4348
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3365-8146
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0007-8742-2706
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-7205-7434
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-0910-8646
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3376-6577
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-5216-4662
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-8773-3017
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3315-1230
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3179-1576
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-2889-7433
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3153-7228
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-6485-5601
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-3117-3724
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0004-1497-8867
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-1170-2123
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-7380-8313
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-2692-7624
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-8579-6068
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-9029-297X
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-9638-5643
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-9321-6403
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-0975-6691
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-5405-5352
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0007-0278-5875
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-4869-3948
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-7394-8252
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-2535-6789
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-1039-4237
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-5324-2749
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-3797-7694
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-3918-5204
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-1280-292X
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-7095-5740
cris.virtualsource.author-orcidwill be referenced::ORCID::0009-0004-2978-2701
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-4867-4007
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-7354-1885
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-4791-4438
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-4771-3350
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-8949-9095
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-5993-9088
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-0643-2643
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-1931-6737
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-7202-3525
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-7478-6275
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-1879-6804
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-2690-3139
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-2651-1293
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-8708-6868
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-9023-6858
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0001-8190-3700
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-4987-7017
cris.virtualsource.author-orcidaa27dc00-7048-475b-bdec-36177f27d06f
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-1418-4077
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-6713-8317
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-4342-6349
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-5345-778X
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-0158-2957
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-1191-0128
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-4673-382X
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0002-1800-8460
cris.virtualsource.author-orcidwill be referenced::ORCID::0000-0003-3795-0475
datacite.rightsopen.access
dc.contributor.authorSegura, Hans
dc.contributor.authorPedruzo-bagazgoitia Xabier
dc.contributor.authorWeiss, Philipp
dc.contributor.authorMüller Sebastian K.
dc.contributor.authorRackow, Thomas
dc.contributor.authorLee, Junhong
dc.contributor.authorDolores Tesillos, Edgar
dc.contributor.authorBenedict, Imme
dc.contributor.authorAengenheyster, Matthias
dc.contributor.authorAguridan, Razvan
dc.contributor.authorArduini, Gabriele
dc.contributor.authorBaker, Alexander J.
dc.contributor.authorBao, Jiawei
dc.contributor.authorBastin, Swantje
dc.contributor.authorBaulenas, Eulàlia
dc.contributor.authorBecker, Tobias
dc.contributor.authorBeyer, Sebastian
dc.contributor.authorBockelmann, Hendryk
dc.contributor.authorBrüggemann, Nils
dc.contributor.authorBrunner, Lukas
dc.contributor.authorCheedela Suvarchal K.
dc.contributor.authorDas, Suhas
dc.contributor.authorDenissen, Jasper
dc.contributor.authorDragaud, Ian
dc.contributor.authorDziekan, Piotr
dc.contributor.authorEkblom, Madeleine
dc.contributor.authorEngels, Jan Frederik
dc.contributor.authorEsch, Monika
dc.contributor.authorForbes, Richard
dc.contributor.authorFrauen, Claudia
dc.contributor.authorFreischem Lilli J
dc.contributor.authorGarcía-maroto Diego
dc.contributor.authorGeier, Philipp
dc.contributor.authorGierz, Paul
dc.contributor.authorGonzález-Cervera, Álvaro
dc.contributor.authorGrayson Katherine M
dc.contributor.authorGriffith, Matthew
dc.contributor.authorGutjahr, Oliver
dc.contributor.authorHaak, Helmuth
dc.contributor.authorHadade, Ioan
dc.contributor.authorHaslehner, Kerstin
dc.contributor.authorHasson Shabeh Ul
dc.contributor.authorHegewald, Jan
dc.contributor.authorKluft, Lukas
dc.contributor.authorKoldunov, Aleksei
dc.contributor.authorKoldunov Nikolay V.
dc.contributor.authorKölling, Tobias
dc.contributor.authorKoseki, Shunya
dc.contributor.authorKosukhin, Sergey
dc.contributor.authorKousal, Josh
dc.contributor.authorKuma, Peter
dc.contributor.authorKumar, Arjun U.
dc.contributor.authorLi, Rumeng
dc.contributor.authorMaury, Nicolas
dc.contributor.authorMeindl, Maximilian
dc.contributor.authorMilinski, Sebastian
dc.contributor.authorMogensen Kristian S.
dc.contributor.authorNiraula, Bimochan
dc.contributor.authorNowak, Jakub
dc.contributor.authorPraturi Divya Sri
dc.contributor.authorProske, Ulrike
dc.contributor.authorPutrasahan, Dian
dc.contributor.authorRedler, Rene
dc.contributor.authorSantuy, David
dc.contributor.authorSármány, Domokos
dc.contributor.authorSchnur, Reiner
dc.contributor.authorScholz, Patrick
dc.contributor.authorSidorenko, Dmitry
dc.contributor.authorSpät, Dorian
dc.contributor.authorSützl, Birgit
dc.contributor.authorTakasuka, Daisuke
dc.contributor.authorTompkins, Adrian
dc.contributor.authorUribe Cortes Alejandro
dc.contributor.authorValentini, Mirco
dc.contributor.authorVeerman, Menno
dc.contributor.authorVoigt, Aiko
dc.contributor.authorWarnau, Sarah
dc.contributor.authorWachsmann, Fabian
dc.contributor.authorWaclawczyk, Marta
dc.contributor.authorWedi, Nils
dc.contributor.authorWieners Karl-hermann
dc.contributor.authorWille, Jonathan
dc.contributor.authorWinkler, Marius
dc.contributor.authorWu, Yuting
dc.contributor.authorZiemen Florian Andreas
dc.contributor.authorZimmermann, Janos
dc.contributor.authorBender, Frida
dc.contributor.authorBojovic, Dragana
dc.contributor.authorBony, Sandrine
dc.contributor.authorBordoni, Simona
dc.contributor.authorBrehmer, Patrice
dc.contributor.authorDengler, Marcus
dc.contributor.authorDutra, Emanuel
dc.contributor.authorFaye, Saliou
dc.contributor.authorFischer, Erich
dc.contributor.authorVan Heerwaarden Chiel
dc.contributor.authorHohenegger, Cathy
dc.contributor.authorJärvinen, Heikki
dc.contributor.authorJochum, Markus
dc.contributor.authorJung, Thomas
dc.contributor.authorJungclaus, Johann H.
dc.contributor.authorKeenlyside, Noel
dc.contributor.authorKlocke, Daniel
dc.contributor.authorKonow, Heike
dc.contributor.authorKlose, Martina
dc.contributor.authorMalinowski, Szymon
dc.contributor.authorMartius, Olivia
dc.contributor.authorMauritsen, Thorsten
dc.contributor.authorMellado, Juan Pedro
dc.contributor.authorMieslinger, Theresa
dc.contributor.authorMohino, Elsa
dc.contributor.authorPawlowska, Hanna
dc.contributor.authorPeters-von Gehlen Karsten
dc.contributor.authorSarré, Abdoulaye
dc.contributor.authorSobhani, Pajam
dc.contributor.authorStier, Philip
dc.contributor.authorTuppi, Lauri
dc.contributor.authorVidale Pier Luigi
dc.contributor.authorSandu, Irina
dc.contributor.authorStevens, Bjorn
dc.date.accessioned2025-05-13T13:44:04Z
dc.date.available2025-05-13T13:44:04Z
dc.date.issued2025-02-19
dc.descriptionThe nextGEMS project developed two Earth system models that resolve processes of the order of 10 km, giving more fidelity to the representation of local phenomena, globally. In its fourth cycle, nextGEMS performed simulations with coupled ocean, land, and atmosphere over the 2020–2049 period under the SSP3-7.0 scenario. Here, we provide an overview of nextGEMS, insights into the model development, and the realism of multi-decadal, kilometer-scale simulations.
dc.description.abstractThe Next Generation of Earth Modeling Systems (nextGEMS) project aimed to produce multi-decadal climate simulations, for the first time, with resolved kilometer-scale (km-scale) processes in the ocean, land, and atmosphere. In only three years, nextGEMS achieved this milestone with the two km-scale Earth system models, ICOsahedral Non-hydrostatic model (ICON) and Integrated Forecasting System coupled to the Finite-volumE Sea ice-Ocean Model (IFS-FESOM). nextGEMS was based on three cornerstones: 1) developing km-scale Earth system models with small errors in the energy and water balance, 2) performing km-scale climate simulations with a throughput greater than one simulated year per day, and 3) facilitating new workflows for an efficient analysis of the large simulations with common data structures and output variables. These cornerstones shaped the timeline of nextGEMS, divided into four cycles. Each cycle marked the release of a new configuration of ICON and IFS-FESOM, which were evaluated at hackathons. The participants in hackathons included experts from climate science, software engineering, and high-performance computing, as well as users from the energy and agricultural sectors. The continuous efforts over the four cycles allowed us to produce 30-year simulations of ICON and IFS-FESOM, spanning the period 2020–2049 under the SSP3-7.0 scenario. The throughput was about 500 simulated days per day on the Levante supercomputer of the German Climate Computing Center (DKRZ). The simulations employed a horizontal grid of about 5 km resolution in the ocean and 10 km resolution in the atmosphere and land. Aside from this technical achievement, the simulations allowed us to gain new insights into the realism of ICON and IFS-FESOM. Beyond its timeframe, nextGEMS builds the foundation of the Climate Change Adaptation Digital Twin developed in the Destination Earth initiative and paves the way for future European research on climate change.
dc.description.sponsorshipInstitute of Geography, Climatology
dc.description.sponsorshipWageningen University & Research
dc.description.sponsorshipInstitut de Recherche pour le Développement
dc.description.sponsorshipUniversity of Copenhagen
dc.description.sponsorshipEuropean Centre for Medium-Range Weather Forecasts
dc.description.sponsorshipGeographisches Institut (GIUB) - Klimafolgenforschung
dc.description.sponsorshipUniversity of Warsaw
dc.description.sponsorshipTohoku University
dc.description.sponsorshipGerman Climate Computing Centre
dc.description.sponsorshipBarcelona Supercomputing Center
dc.description.sponsorshipUniversity of Oxford
dc.description.sponsorshipUniversity of Bergen
dc.description.sponsorshipUniversity of Reading
dc.description.sponsorshipUniversity of Trento
dc.description.sponsorshipInstitut Sénégalais de Recherches Agricoles
dc.description.sponsorshipMax Planck Institute for Meteorology
dc.description.sponsorshipLaboratoire de Météorologie Dynamique
dc.description.sponsorshipNational Institute of Technology Rourkela
dc.description.sponsorshipUniversität Hamburg
dc.description.sponsorshipHelsinki Institute of Physics
dc.description.sponsorshipStockholm University
dc.description.sponsorshipPortuguese Sea and Atmosphere Institute
dc.description.sponsorshipOeschger Centre for Climate Change Research (OCCR)
dc.description.sponsorshipInstitute of Science and Technology Austria
dc.description.sponsorshipKarlsruhe Institute of Technology
dc.description.sponsorshipUniversity of Vienna
dc.description.sponsorshipAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
dc.description.sponsorshipThe Abdus Salam International Centre for Theoretical Physics (ICTP)
dc.description.sponsorshipGEOMAR Helmholtz Centre for Ocean Research Kiel
dc.description.sponsorshipOeschger Centre for Climate Change Research (OCCR) - MobiLab
dc.description.sponsorshipUniversidad Complutense de Madrid
dc.identifier.citationSegura, H., Pedruzo-Bagazgoitia, X., Weiss, P., Müller, S. K., Rackow, T., Lee, J., Dolores-Tesillos, E., Benedict, I., Aengenheyster, M., Aguridan, R., Arduini, G., Baker, A. J., Bao, J., Bastin, S., Baulenas, E., Becker, T., Beyer, S., Bockelmann, H., Brüggemann, N., Brunner, L., Cheedela, S. K., Das, S., Denissen, J., Dragaud, I., Dziekan, P., Ekblom, M., Engels, J. F., Esch, M., Forbes, R., Frauen, C., Freischem, L., García-Maroto, D., Geier, P., Gierz, P., González-Cervera, Á., Grayson, K., Griffith, M., Gutjahr, O., Haak, H., Hadade, I., Haslehner, K., ul Hasson, S., Hegewald, J., Kluft, L., Koldunov, A., Koldunov, N., Kölling, T., Koseki, S., Kosukhin, S., Kousal, J., Kuma, P., Kumar, A. U., Li, R., Maury, N., Meindl, M., Milinski, S., Mogensen, K., Niraula, B., Nowak, J., Praturi, D. S., Proske, U., Putrasahan, D., Redler, R., Santuy, D., Sármány, D., Schnur, R., Scholz, P., Sidorenko, D., Spät, D., Sützl, B., Takasuka, D., Tompkins, A., Uribe, A., Valentini, M., Veerman, M., Voigt, A., Warnau, S., Wachsmann, F., Wacławczyk, M., Wedi, N., Wieners, K.-H., Wille, J., Winkler, M., Wu, Y., Ziemen, F., Zimmermann, J., Bender, F. A.-M., Bojovic, D., Bony, S., Bordoni, S., Brehmer, P., Dengler, M., Dutra, E., Faye, S., Fischer, E., van Heerwaarden, C., Hohenegger, C., Järvinen, H., Jochum, M., Jung, T., Jungclaus, J. H., Keenlyside, N. S., Klocke, D., Konow, H., Klose, M., Malinowski, S., Martius, O., Mauritsen, T., Mellado, J. P., Mieslinger, T., Mohino, E., Pawłowska, H., Peters-von Gehlen, K., Sarré, A., Sobhani, P., Stier, P., Tuppi, L., Vidale, P. L., Sandu, I., and Stevens, B.: nextGEMS: entering the era of kilometer-scale Earth system modeling, EGUsphere [preprint], https://doi.org/10.5194/egusphere-2025-509, 2025.
dc.identifier.doi10.48620/88005
dc.identifier.publisherDOI10.5194/egusphere-2025-509
dc.identifier.urihttps://boris-portal.unibe.ch/handle/20.500.12422/210930
dc.language.isoen
dc.publisherCopernicus GmbH
dc.relation.fundingHorizon 2020 project nextGEMS
dc.relation.grantno101003470
dc.relation.ispartofseriesEGUsphere
dc.relation.product10.35089/WDCC/IconRelease01
dc.relation.producthttps://github.com/FESOM/fesom2
dc.relation.product10.5281/zenodo.10225420
dc.relation.producthttps://github.com/ecmwf
dc.relation.product10.5281/zenodo.10223576
dc.relation.product10.17617/3.QZHXMC
dc.relation.producthttps://www.cen.uni-hamburg.de/en/icdc/data/atmosphere/ imerg-precipitation-amount.html
dc.relation.product10.26050/ WDCC/nextGEMS_cyc2
dc.relation.product10.26050/WDCC/nextGEMS_cyc3
dc.relation.product10.35095/WDCC/nextGEMS_prod_addinfov1
dc.relation.product10.5281/zenodo.14725225
dc.subjectnextGEMS
dc.subject.ddc000 - Computer science, knowledge & systems
dc.subject.ddc500 - Science
dc.subject.ddc900 - History::910 - Geography & travel
dc.titlenextGEMS: entering the era of kilometer-scale Earth system modeling
dc.typeworking_paper
dspace.entity.typePublication
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationUniversity of Trento
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationGeographisches Institut (GIUB) - Klimafolgenforschung
oairecerif.author.affiliationWageningen University & Research
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationUniversity of Reading
oairecerif.author.affiliationInstitute of Science and Technology Austria
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationBarcelona Supercomputing Center
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationUniversität Hamburg
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationNational Institute of Technology Rourkela
oairecerif.author.affiliationUniversität Hamburg
oairecerif.author.affiliationUniversity of Warsaw
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationUniversity of Oxford
oairecerif.author.affiliationUniversidad Complutense de Madrid
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationUniversidad Complutense de Madrid
oairecerif.author.affiliationBarcelona Supercomputing Center
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationUniversity of Vienna
oairecerif.author.affiliationUniversität Hamburg
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationStockholm University
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationKarlsruhe Institute of Technology
oairecerif.author.affiliationLaboratoire de Météorologie Dynamique
oairecerif.author.affiliationUniversity of Vienna
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationUniversity of Warsaw
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationWageningen University & Research
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationUniversidad Complutense de Madrid
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationUniversity of Vienna
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationTohoku University
oairecerif.author.affiliationThe Abdus Salam International Centre for Theoretical Physics (ICTP)
oairecerif.author.affiliationStockholm University
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationWageningen University & Research
oairecerif.author.affiliationUniversity of Vienna
oairecerif.author.affiliationWageningen University & Research
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationStockholm University
oairecerif.author.affiliationBarcelona Supercomputing Center
oairecerif.author.affiliationLaboratoire de Météorologie Dynamique
oairecerif.author.affiliationUniversity of Trento
oairecerif.author.affiliationInstitut de Recherche pour le Développement
oairecerif.author.affiliationGEOMAR Helmholtz Centre for Ocean Research Kiel
oairecerif.author.affiliationPortuguese Sea and Atmosphere Institute
oairecerif.author.affiliationInstitut Sénégalais de Recherches Agricoles
oairecerif.author.affiliationWageningen University & Research
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationUniversity of Copenhagen
oairecerif.author.affiliationAlfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationUniversity of Bergen
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationKarlsruhe Institute of Technology
oairecerif.author.affiliationUniversity of Warsaw
oairecerif.author.affiliationInstitute of Geography, Climatology
oairecerif.author.affiliationStockholm University
oairecerif.author.affiliationUniversität Hamburg
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliationUniversidad Complutense de Madrid
oairecerif.author.affiliationUniversity of Warsaw
oairecerif.author.affiliationGerman Climate Computing Centre
oairecerif.author.affiliationInstitut Sénégalais de Recherches Agricoles
oairecerif.author.affiliationUniversity of Oxford
oairecerif.author.affiliationHelsinki Institute of Physics
oairecerif.author.affiliationUniversity of Reading
oairecerif.author.affiliationEuropean Centre for Medium-Range Weather Forecasts
oairecerif.author.affiliationMax Planck Institute for Meteorology
oairecerif.author.affiliation2Barcelona Supercomputing Center
oairecerif.author.affiliation2Centre National de la Recherche Scientifique
oairecerif.author.affiliation2Centre National de la Recherche Scientifique
oairecerif.author.affiliation2Oeschger Centre for Climate Change Research (OCCR)
oairecerif.author.affiliation3Oeschger Centre for Climate Change Research (OCCR) - MobiLab
oairecerif.identifier.urlhttps://egusphere.copernicus.org/preprints/2025/egusphere-2025-509/
unibe.additional.sponsorshipOeschger Centre for Climate Change Research (OCCR) - MobiLab
unibe.additional.sponsorshipOeschger Centre for Climate Change Research (OCCR)
unibe.contributor.rolecorresponding author
unibe.contributor.rolecorresponding author
unibe.contributor.rolecorresponding author
unibe.contributor.rolecorresponding author
unibe.contributor.rolecorresponding author
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.contributor.roleauthor
unibe.description.ispublishedpub
unibe.refereedfalse

Files

Original bundle
Now showing 1 - 1 of 1
Name:
egusphere-2025-509.pdf
Size:
11.33 MB
Format:
Adobe Portable Document Format

Collections