{"authors":[{"id":"orcid_______::c2ba40e21009c0ca64e20f1606f0114d","fullName":"Pradeebane Vaittinada Ayar","name":"Pradeebane","surname":"Vaittinada Ayar","rank":1,"pid":{"id":{"scheme":"orcid","value":"0000-0001-8085-9621"},"provenance":null}},{"id":null,"fullName":"Stella Bourdin","name":"Stella","surname":"Bourdin","rank":2,"pid":null},{"id":"orcid_______::05fd297680c38dd9d07d5327a4996b53","fullName":"Davide Faranda","name":"Davide","surname":"Faranda","rank":3,"pid":{"id":{"scheme":"orcid","value":"0000-0001-5001-5698"},"provenance":null}},{"id":null,"fullName":"Mathieu Vrac","name":"Mathieu","surname":"Vrac","rank":4,"pid":{"id":{"scheme":"orcid_pending","value":"0000-0002-6176-0439"},"provenance":null}}],"openAccessColor":"gold","publiclyFunded":false,"eoscIfGuidelines":null,"type":"publication","language":{"code":"eng","label":"English"},"countries":[{"code":"FR","label":"France","provenance":null}],"subjects":[{"subject":{"scheme":"keyword","value":"[SDU.OCEAN] Sciences of the Universe [physics]/Ocean, Atmosphere"},"provenance":null},{"subject":{"scheme":"FOS","value":"01 natural sciences"},"provenance":null},{"subject":{"scheme":"FOS","value":"0105 earth and related environmental sciences"},"provenance":null},{"subject":{"scheme":"keyword","value":"[STAT] Statistics [stat]"},"provenance":null}],"mainTitle":"Ensemble random forest for tropical cyclone tracking","subTitle":null,"descriptions":["<jats:p>Abstract. Even though tropical cyclones (TCs) are well documented during the intense part of their lifecycle until they weaken, many physical and statistical properties governing them are not well captured by gridded reanalysis or simulated by Earth System Models. Thus, tracking TCs remains a matter of interest for investigating observed and simulated tropical cyclones. Two types of cyclone tracking schemes are available. On the one hand, some trackers rely on physical and dynamical properties of the TCs and user-prescribed thresholds, which make them rigid. They need numerous variables that are not always available in the models. On the other hand, trackers leaning on deep learning need, by nature, large amounts of data and computing power. Besides, given the number of physical variables required for the tracking, they can be prone to overfitting, which hinders their transferability to climate models. This study explores the ability of a Random Forest (RF) approach to track TCs with a limited number of aggregated variables. Our analysis focuses on the Eastern North Pacific and North Atlantic basins, for which 514 and 431 observed tropical cyclone track records are available from the IBTrACS database during the 1980–2021 period. For each 6-hourly time step, RF associates TC occurrence or absence (1 or 0) to atmospheric situations described by predictors extracted from the ERA5 reanalysis. Hence, the tracking is considered a binary supervised classification problem of TC-free (zero) and TC (one) situations. Then, situations with TC occurrences are stitched to reconstruct TC trajectories. Results show the good ability and performance of this method for tracking tropical cyclones over both basins and good temporal and spatial generalisation. RF has a similar TC detection rate as trackers based on TCs' properties and a significantly lower false alarm rate. RF allows us to detect TC situations for diverse predictor combinations, which brings more flexibility than threshold-based trackers. Last but not least, this study sheds light on the most relevant variables for tropical cyclone detection.</jats:p>"],"publicationDate":"2025-03-18","publisher":"Copernicus GmbH","embargoEndDate":null,"sources":["Crossref","eISSN:","eISSN: 1684-9981"],"formats":["application/pdf"],"contributors":["Vaittinada Ayar, Pradeebane"],"coverages":null,"bestAccessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/"},"container":{"name":"Natural Hazards and Earth System Sciences","issnPrinted":null,"issnOnline":"1684-9981","issnLinking":null,"ep":"4672","iss":null,"sp":"4655","vol":"25","edition":null,"conferencePlace":null,"conferenceDate":null},"documentationUrls":null,"codeRepositoryUrl":null,"programmingLanguage":null,"contactPeople":null,"contactGroups":null,"tools":null,"size":null,"version":null,"geoLocations":null,"id":"doi_dedup___::71ab23b36aef5c0fa84b06b3abca4a0e","originalIds":["10.5194/nhess-25-4655-2025","50|doiboost____|3ad5f6a93d0d8d6673677cea44cc5f49","10.5194/egusphere-egu25-13891","50|doiboost____|71ab23b36aef5c0fa84b06b3abca4a0e","10.5194/egusphere-2025-252","50|doiboost____|c4d2bdbd1c16fb4f8f86d6b3b4dfe099","50|copernicuspu::370fcf8c86e8ae40243e784fa60493d4","oai:publications.copernicus.org:egusphere126648","50|copernicuspu::9b37a9d4b2ef82b28f78fb0c117314fa","oai:publications.copernicus.org:nhess126648","oai:HAL:hal-04995667v2","50|od______2784::08f17141bbf75934e422a536dcb4ea03","50|od______3063::08f17141bbf75934e422a536dcb4ea03","50|od______3516::08f17141bbf75934e422a536dcb4ea03","50|od______4596::08f17141bbf75934e422a536dcb4ea03"],"pids":[{"scheme":"doi","value":"10.5194/nhess-25-4655-2025"},{"scheme":"doi","value":"10.5194/egusphere-egu25-13891"},{"scheme":"doi","value":"10.5194/egusphere-2025-252"}],"dateOfCollection":null,"lastUpdateTimeStamp":null,"indicators":{"citationImpact":{"citationCount":0.0,"influence":2.1746283E-9,"popularity":2.2497804E-9,"impulse":0.0,"citationClass":"C5","influenceClass":"C5","impulseClass":"C5","popularityClass":"C5"}},"projects":[{"id":"anr_________::5194928842fcb0df15a4613a66748d62","code":"ANR-22-EXTR-0005","acronym":"EXTENDING","title":null,"funder":"French National Research Agency (ANR)","pids":null},{"id":"anr_________::022350872b554f3e6c7b285a5fcaf286","code":"ANR-11-IDEX-0004","acronym":"SUPER","title":null,"funder":"French National Research Agency (ANR)","pids":null},{"id":"corda__h2020::4e92dd2d18409518593f0895f88d2435","code":"101003469","acronym":"XAIDA","title":"EXTREME EVENTS: ARTIFICIAL INTELLIGENCE FOR DETECTION AND ATTRIBUTION","funder":"European Commission","pids":[{"scheme":"doi","value":"10.3030/101003469"}]},{"id":"anr_________::c76de1649c56c8f25496a576abbea35b","code":"ANR-11-IDEX-0003","acronym":"IPS","title":null,"funder":"French National Research Agency (ANR)","pids":null},{"id":"ukri________::60abbcc007d9e922d1aa5720db984141","code":"NE/W009587/1","acronym":null,"title":"NSFGEO-NERC: HUrricane Risk Amplification and Changing North Atlantic Natural disasters (Huracan)","funder":"UK Research and Innovation","pids":null}],"organizations":[{"legalName":"Laboratoire des Sciences du Climat et de l'Environnement","acronym":"LCSE","id":"openorgs____::3a793a73b573d4340e07f5bf07e8e6cf","pids":[{"scheme":"GRID","value":"grid.457340.1"},{"scheme":"ISNI","value":"0000000105849722"},{"scheme":"Wikidata","value":"Q3214491"},{"scheme":"wikidata","value":"Q3214491"},{"scheme":"CNRS","value":"UMR8212"},{"scheme":"ROR","value":"https://ror.org/03dsd0g48"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.lsce.ipsl.fr/index.php"},{"legalName":"CEA Paris","acronym":"CEA Paris","id":"pending_org_::f240c46980c19f9672a3f9dcbffc1c4e","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"École Normale Supérieure","acronym":"ENS","id":"openorgs____::26f56783f3ee376b1870261c48c3f42b","pids":[{"scheme":"OrgRef","value":"317478"},{"scheme":"ROR","value":"https://ror.org/05a0dhs15"},{"scheme":"FundRef","value":"100007649"},{"scheme":"ISNI","value":"0000000121105547"},{"scheme":"ISNI","value":"0000000123532622"},{"scheme":"GRID","value":"grid.5607.4"},{"scheme":"fundref","value":"100007649"},{"scheme":"Wikidata","value":"Q83259"},{"scheme":"wikidata","value":"Q83259"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.ens.fr/?lang=en"},{"legalName":"laboratoire des sciences du climat et de l'environnement","acronym":"laboratoire des sciences du climat et de l'environnement","id":"pending_org_::3bc991989fd52007bc2183a0535c62b9","pids":[{"scheme":"RNSR","value":"RNSR:200611689J"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"THE CHANCELLOR, MASTERS AND SCHOLARS OF THE UNIVERSITY OF OXFORD","acronym":"UOXF","id":"pending_org_::77cd584c222abe3970e2bd23b46df83c","pids":[{"scheme":"PIC","value":"999984350"}],"countries":[{"code":"GB","label":"United Kingdom"}],"websiteurl":"http://www.ox.ac.uk"},{"legalName":"Laboratoire des sciences du climat et de l'environnement","acronym":"Laboratoire des sciences du climat et de l'environnement","id":"pending_org_::1c2de0f9f671894d66b2220245488c31","pids":[{"scheme":"RNSR","value":"RNSR:200611689J"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"UNIVERSITE PARIS VI - PIERRE ET MARIE CURIE","acronym":"UNIVERSITE PARIS VI - PIERRE ET MARIE CURIE","id":"pending_org_::f5e668f1cc1d75330c5d189075a05a47","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Atmospheric, Oceanic and Planetary Physics Department of Physics University of Oxford","acronym":"Atmospheric, Oceanic and Planetary Physics Department of Physics University of Oxford","id":"pending_org_::996db324cfd01b1f5bb3d0d9fc66dad8","pids":null,"countries":[{"code":"GB","label":"United Kingdom"}],"websiteurl":null},{"legalName":"Laboratoire des Sciences du Climat et de l'Environnement (UMR8212)","acronym":"Laboratoire des Sciences du Climat et de l'Environnement (UMR8212)","id":"pending_org_::bd84e8618680f76e5adc98515ca61243","pids":[{"scheme":"RNSR","value":"RNSR:200611689J"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"UNIVERSITÉ PARIS-SACLAY - IPS2","acronym":"UNIVERSITÉ PARIS-SACLAY - IPS2","id":"pending_org_::c15632c0bf3d6e1bfe6ccf459b6ff137","pids":[{"scheme":"RNSR","value":"RNSR:201521301T"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Laboratoire des sciences du Climat et de l'Environnement (LSCE)","acronym":"Laboratoire des sciences du Climat et de l'Environnement (LSCE)","id":"pending_org_::791965ecf2b11c735304e4f1793972bf","pids":[{"scheme":"RNSR","value":"RNSR:200611689J"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Laboratoire des Sciences du Climat et de l'Environnement","acronym":"Laboratoire des Sciences du Climat et de l'Environnement","id":"pending_org_::4ccfeb81ef55e780c3913de6dcb52d4e","pids":[{"scheme":"RNSR","value":"RNSR:200611689J"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Université de Paris XI (Paris Sud Orsay)","acronym":"Université de Paris XI (Paris Sud Orsay)","id":"pending_org_::98911c0d1cae2a7909d986981eae89af","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"École Polytechnique","acronym":"École Polytechnique","id":"openorgs____::0fb570b52f45fdb5db0c9236a5e4c9c1","pids":[{"scheme":"RNSR","value":"RNSR:199812867Z"},{"scheme":"RNSR","value":"RNSR:199719340P"},{"scheme":"RNSR","value":"RNSR:199719345V"},{"scheme":"RNSR","value":"RNSR:199719344U"},{"scheme":"RNSR","value":"RNSR:200519331V"},{"scheme":"ISNI","value":"0000000121581279"},{"scheme":"RNSR","value":"RNSR:199719343T"},{"scheme":"RNSR","value":"RNSR:200212747B"},{"scheme":"RNSR","value":"RNSR:199719348Y"},{"scheme":"RNSR","value":"RNSR:199719339N"},{"scheme":"GRID","value":"grid.10877.39"},{"scheme":"Wikidata","value":"Q273626"},{"scheme":"FundRef","value":"501100007242"},{"scheme":"mag_id","value":"142476485"},{"scheme":"wikidata","value":"Q273626"},{"scheme":"RNSR","value":"RNSR:199719346W"},{"scheme":"RNSR","value":"RNSR:199719350A"},{"scheme":"OrgReg","value":"FR0247"},{"scheme":"RNSR","value":"RNSR:200519332W"},{"scheme":"CNRS","value":"UMR7643"},{"scheme":"RNSR","value":"RNSR:199719342S"},{"scheme":"fundref","value":"501100007242"},{"scheme":"RNSR","value":"RNSR:201420758G"},{"scheme":"RNSR","value":"RNSR:200519254L"},{"scheme":"RNSR","value":"RNSR:199719341R"},{"scheme":"ROR","value":"https://ror.org/05hy3tk52"},{"scheme":"PIC","value":"999864264"},{"scheme":"OrgRef","value":"317443"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://www.polytechnique.edu/en"},{"legalName":"Ecole Polytechnique Palaiseau","acronym":"Ecole Polytechnique Palaiseau","id":"pending_org_::bfb4352124d8c2e774ce231ad9f265fe","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"École des Ponts ParisTech","acronym":"ENPC","id":"openorgs____::1698a2eb1885ef8adb5a4a969e745ad3","pids":[{"scheme":"mag_id","value":"142631665"},{"scheme":"Wikidata","value":"Q273523"},{"scheme":"PIC","value":"997637629"},{"scheme":"OrgRef","value":"89836"},{"scheme":"wikidata","value":"Q273523"},{"scheme":"ISNI","value":"0000000406414845"},{"scheme":"GRID","value":"grid.424447.5"},{"scheme":"ROR","value":"https://ror.org/02nwvxz07"},{"scheme":"OrgReg","value":"FR0224"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.enpc.fr/"},{"legalName":"Sciences Po","acronym":"Sciences Po","id":"openorgs____::d2a440d4ad2b63b9cf3682b5ee2efa62","pids":[{"scheme":"PIC","value":"949349865"},{"scheme":"ISNI","value":"0000000121532557"},{"scheme":"ROR","value":"https://ror.org/05fe7ax82"},{"scheme":"OrgRef","value":"1050922"},{"scheme":"OrgReg","value":"FR0189"},{"scheme":"mag_id","value":"205092303"},{"scheme":"GRID","value":"grid.451239.8"},{"scheme":"Wikidata","value":"Q859363"},{"scheme":"wikidata","value":"Q859363"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.sciencespo.fr/en/home"},{"legalName":"Panthéon-Assas University","acronym":"Panthéon-Assas University","id":"openorgs____::9de1a1e96e998647780674c0e7c4e584","pids":[{"scheme":"wikidata","value":"Q662976"},{"scheme":"GRID","value":"grid.33831.3a"},{"scheme":"ROR","value":"https://ror.org/04qb2qm38"},{"scheme":"PIC","value":"999838462"},{"scheme":"Wikidata","value":"Q662976"},{"scheme":"OrgRef","value":"1259276"},{"scheme":"RNSR","value":"RNSR:201420811P"},{"scheme":"OrgReg","value":"FR0175"},{"scheme":"mag_id","value":"117841876"},{"scheme":"ROR","value":"https://ror.org/05hdxka83"},{"scheme":"ISNI","value":"0000000122999829"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.u-paris2.fr/"},{"legalName":"Université Paris-Saclay","acronym":"Université Paris-Saclay","id":"pending_org_::42549edf1c9c8f70f3f7ff28c2ba8df8","pids":[{"scheme":"RNSR","value":"RNSR:200212737R"},{"scheme":"RNSR","value":"RNSR:200612829Y"},{"scheme":"RNSR","value":"RNSR:201521299R"},{"scheme":"RNSR","value":"RNSR:199812942F"},{"scheme":"RNSR","value":"RNSR:201521286B"},{"scheme":"RNSR","value":"RNSR:201521301T"},{"scheme":"RNSR","value":"RNSR:201019083D"},{"scheme":"RNSR","value":"RNSR:202023524M"},{"scheme":"RNSR","value":"RNSR:200011673T"},{"scheme":"RNSR","value":"RNSR:202123711L"},{"scheme":"RNSR","value":"RNSR:199814231G"},{"scheme":"RNSR","value":"RNSR:200212702C"},{"scheme":"RNSR","value":"RNSR:199812953T"},{"scheme":"RNSR","value":"RNSR:199213525R"},{"scheme":"RNSR","value":"RNSR:199812951R"},{"scheme":"RNSR","value":"RNSR:199812843Y"},{"scheme":"RNSR","value":"RNSR:201119643H"},{"scheme":"RNSR","value":"RNSR:201521294K"},{"scheme":"RNSR","value":"RNSR:201521284Z"},{"scheme":"RNSR","value":"RNSR:198017849T"},{"scheme":"RNSR","value":"RNSR:201622200R"},{"scheme":"RNSR","value":"RNSR:200212739T"},{"scheme":"RNSR","value":"RNSR:199812838T"},{"scheme":"RNSR","value":"RNSR:199812937A"},{"scheme":"RNSR","value":"RNSR:202224211A"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"INSTITUT POLYTECHNIQUE DE PARIS","acronym":"INSTITUT POLYTECHNIQUE DE PARIS","id":"pending_org_::0c06fd5d1faf9877a433046a827f243f","pids":[{"scheme":"ROR","value":"https://ror.org/042tfbd02"},{"scheme":"OrgReg","value":"FR0459"},{"scheme":"Wikidata","value":"Q48759778"},{"scheme":"wikidata","value":"Q48759778"},{"scheme":"PIC","value":"898809082"},{"scheme":"ISNI","value":"0000000502717600"},{"scheme":"GRID","value":"grid.508893.f"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://www.ip-paris.fr/en/"},{"legalName":"PSL Research University","acronym":"PSL","id":"openorgs____::afddd38cd9cfd4989a3c056994b0d78a","pids":[{"scheme":"Wikidata","value":"Q1163431"},{"scheme":"wikidata","value":"Q1163431"},{"scheme":"OrgRef","value":"31274670"},{"scheme":"PIC","value":"894821800"},{"scheme":"OrgReg","value":"FR0819"},{"scheme":"fundref","value":"501100009517"},{"scheme":"ROR","value":"https://ror.org/013cjyk83"},{"scheme":"mag_id","value":"2746051580"},{"scheme":"ISNI","value":"0000000417843645"},{"scheme":"GRID","value":"grid.440907.e"},{"scheme":"FundRef","value":"501100009517"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://www.psl.eu/en/university"},{"legalName":"Université Paris-Saclay - IPS2","acronym":"Université Paris-Saclay - IPS2","id":"pending_org_::d8b24ebd59370dd6f3029cf30fdc8da4","pids":[{"scheme":"RNSR","value":"RNSR:201521301T"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS","acronym":"CNRS","id":"pending_org_::26e8a1e6dd6e5594324513fee4a9ef03","pids":[{"scheme":"PIC","value":"999997930"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.cnrs.fr"},{"legalName":"CEA Saclay","acronym":"CEA Saclay","id":"openorgs____::3b4d15ea1a3b6623dc1db1fec532c9a0","pids":[{"scheme":"ROR","value":"https://ror.org/03n15ch10"},{"scheme":"RNSR","value":"RNSR:200118591H"},{"scheme":"GRID","value":"grid.457334.2"},{"scheme":"Wikidata","value":"Q4393524"},{"scheme":"wikidata","value":"Q4393524"},{"scheme":"RNSR","value":"RNSR:200118574P"},{"scheme":"RNSR","value":"RNSR:201722498K"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www-centre-saclay.cea.fr/fr"},{"legalName":"Institut National des Sciences de l Univers","acronym":"INSU","id":"pending_org_::fde19760e9a099cfcdd14ffef09b59bb","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.insu.cnrs.fr/"},{"legalName":"University of Oxford","acronym":"University of Oxford","id":"openorgs____::6a7b1b4c40a067a1f209de6867fe094d","pids":[{"scheme":"OrgRef","value":"48518"},{"scheme":"FundRef","value":"100010354"},{"scheme":"wikidata","value":"Q6786826"},{"scheme":"fundref","value":"501100021079"},{"scheme":"FundRef","value":"100010350"},{"scheme":"FundRef","value":"100010359"},{"scheme":"OrgRef","value":"53554"},{"scheme":"OrgRef","value":"128294"},{"scheme":"fundref","value":"501100022752"},{"scheme":"OrgRef","value":"128380"},{"scheme":"FundRef","value":"100010369"},{"scheme":"Wikidata","value":"Q34433"},{"scheme":"FundRef","value":"100010349"},{"scheme":"fundref","value":"501100000649"},{"scheme":"fundref","value":"100010352"},{"scheme":"wikidata","value":"Q56612600"},{"scheme":"fundref","value":"501100000645"},{"scheme":"FundRef","value":"100010353"},{"scheme":"fundref","value":"100010361"},{"scheme":"fundref","value":"100010368"},{"scheme":"UKPRN","value":"10007774"},{"scheme":"fundref","value":"501100000734"},{"scheme":"FundRef","value":"501100022752"},{"scheme":"OrgRef","value":"128345"},{"scheme":"FundRef","value":"501100021079"},{"scheme":"OrgRef","value":"31797"},{"scheme":"fundref","value":"501100000747"},{"scheme":"fundref","value":"501100000744"},{"scheme":"fundref","value":"100010369"},{"scheme":"FundRef","value":"100007718"},{"scheme":"OrgRef","value":"128351"},{"scheme":"OrgRef","value":"128373"},{"scheme":"OrgRef","value":"128300"},{"scheme":"fundref","value":"100010354"},{"scheme":"FundRef","value":"100010362"},{"scheme":"FundRef","value":"501100001622"},{"scheme":"FundRef","value":"100010355"},{"scheme":"FundRef","value":"501100013389"},{"scheme":"fundref","value":"100010349"},{"scheme":"wikidata","value":"Q1095537"},{"scheme":"fundref","value":"100010371"},{"scheme":"FundRef","value":"501100014748"},{"scheme":"OrgRef","value":"128381"},{"scheme":"UCAS","value":"O33"},{"scheme":"FundRef","value":"501100006558"},{"scheme":"OrgReg","value":"UK0090"},{"scheme":"fundref","value":"501100000696"},{"scheme":"FundRef","value":"501100000747"},{"scheme":"FundRef","value":"100010364"},{"scheme":"wikidata","value":"Q5260389"},{"scheme":"fundref","value":"501100006561"},{"scheme":"fundref","value":"100010367"},{"scheme":"OrgRef","value":"128378"},{"scheme":"fundref","value":"501100001622"},{"scheme":"OrgRef","value":"9491409"},{"scheme":"fundref","value":"100010348"},{"scheme":"OrgRef","value":"128383"},{"scheme":"fundref","value":"100010353"},{"scheme":"FundRef","value":"100010356"},{"scheme":"fundref","value":"100010359"},{"scheme":"FundRef","value":"100010367"},{"scheme":"OrgRef","value":"128382"},{"scheme":"wikidata","value":"Q34433"},{"scheme":"fundref","value":"501100023929"},{"scheme":"OrgRef","value":"128375"},{"scheme":"FundRef","value":"501100000718"},{"scheme":"FundRef","value":"501100000769"},{"scheme":"fundref","value":"100010355"},{"scheme":"fundref","value":"100010357"},{"scheme":"OrgRef","value":"128374"},{"scheme":"fundref","value":"100010347"},{"scheme":"FundRef","value":"501100000696"},{"scheme":"OrgRef","value":"128390"},{"scheme":"fundref","value":"100010364"},{"scheme":"Wikidata","value":"Q6786826"},{"scheme":"FundRef","value":"501100000645"},{"scheme":"FundRef","value":"501100015505"},{"scheme":"FundRef","value":"501100000524"},{"scheme":"fundref","value":"501100000524"},{"scheme":"fundref","value":"501100000666"},{"scheme":"OrgRef","value":"128385"},{"scheme":"FundRef","value":"501100023929"},{"scheme":"OrgRef","value":"128357"},{"scheme":"fundref","value":"100007724"},{"scheme":"fundref","value":"100010350"},{"scheme":"OrgRef","value":"128362"},{"scheme":"FundRef","value":"501100000734"},{"scheme":"FundRef","value":"100010352"},{"scheme":"fundref","value":"501100000719"},{"scheme":"GRID","value":"grid.4991.5"},{"scheme":"fundref","value":"501100000728"},{"scheme":"Wikidata","value":"Q7529574"},{"scheme":"fundref","value":"501100000718"},{"scheme":"FundRef","value":"100010361"},{"scheme":"FundRef","value":"100010360"},{"scheme":"fundref","value":"501100014748"},{"scheme":"FundRef","value":"100010351"},{"scheme":"fundref","value":"100010360"},{"scheme":"OrgRef","value":"128099"},{"scheme":"FundRef","value":"501100004789"},{"scheme":"Wikidata","value":"Q5260389"},{"scheme":"FundRef","value":"100010366"},{"scheme":"FundRef","value":"100010348"},{"scheme":"wikidata","value":"Q7529574"},{"scheme":"fundref","value":"501100004211"},{"scheme":"FundRef","value":"501100006561"},{"scheme":"fundref","value":"501100004789"},{"scheme":"OrgRef","value":"128349"},{"scheme":"FundRef","value":"100010357"},{"scheme":"mag_id","value":"40120149"},{"scheme":"Wikidata","value":"Q56612600"},{"scheme":"FundRef","value":"501100000719"},{"scheme":"ISNI","value":"0000000419368948"},{"scheme":"fundref","value":"100010366"},{"scheme":"FundRef","value":"501100000649"},{"scheme":"fundref","value":"100013964"},{"scheme":"FundRef","value":"501100004211"},{"scheme":"HESA","value":"0156"},{"scheme":"OrgRef","value":"128346"},{"scheme":"FundRef","value":"100010358"},{"scheme":"FundRef","value":"100010370"},{"scheme":"fundref","value":"100010363"},{"scheme":"FundRef","value":"100010365"},{"scheme":"fundref","value":"100010358"},{"scheme":"FundRef","value":"100010347"},{"scheme":"fundref","value":"501100000769"},{"scheme":"FundRef","value":"100013964"},{"scheme":"FundRef","value":"100007724"},{"scheme":"fundref","value":"100010370"},{"scheme":"Wikidata","value":"Q1095537"},{"scheme":"FundRef","value":"100010368"},{"scheme":"fundref","value":"100007718"},{"scheme":"OrgRef","value":"128284"},{"scheme":"fundref","value":"100010362"},{"scheme":"ROR","value":"https://ror.org/052gg0110"},{"scheme":"RRID","value":"RRID:SCR_006361"},{"scheme":"fundref","value":"100010365"},{"scheme":"FundRef","value":"501100000728"},{"scheme":"fundref","value":"501100015505"},{"scheme":"fundref","value":"100010351"},{"scheme":"FundRef","value":"501100000744"},{"scheme":"OrgRef","value":"128344"},{"scheme":"fundref","value":"100010356"},{"scheme":"FundRef","value":"100010363"},{"scheme":"FundRef","value":"100010371"},{"scheme":"fundref","value":"501100006558"},{"scheme":"FundRef","value":"501100000666"},{"scheme":"fundref","value":"501100013389"},{"scheme":"OrgRef","value":"128386"}],"countries":[{"code":"GB","label":"United Kingdom"}],"websiteurl":"http://www.ox.ac.uk/"},{"legalName":"French National Centre for Scientific Research","acronym":"CNRS","id":"openorgs____::7fbdf9cd4423c4604745a16afe728bc7","pids":[{"scheme":"FundRef","value":"501100004794"},{"scheme":"Wikidata","value":"Q39411466"},{"scheme":"fundref","value":"501100004794"},{"scheme":"wikidata","value":"Q280413"},{"scheme":"Wikidata","value":"Q280413"},{"scheme":"ROR","value":"https://ror.org/02feahw73"},{"scheme":"ISNI","value":"0000000121129282"},{"scheme":"ISNI","value":"0000000122597504"},{"scheme":"wikidata","value":"Q39411466"},{"scheme":"OrgRef","value":"144610"},{"scheme":"GRID","value":"grid.4444.0"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.cnrs.fr/index.php"},{"legalName":"Direction de la Recherche Fondamentale","acronym":"DRF","id":"pending_org_::8ea6e6435f3264fe8ff00ddd32989d87","pids":[{"scheme":"GRID","value":"grid.512398.4"},{"scheme":"Wikidata","value":"Q52604525"},{"scheme":"ROR","value":"https://ror.org/01yvj5k91"},{"scheme":"wikidata","value":"Q52604525"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://www.cea.fr/drf/Pages/La-DRF.aspx"},{"legalName":"Institut National des Sciences de l'Univers","acronym":"INSU","id":"openorgs____::64e1ec4f98047d539d97b4c3c88e1e21","pids":[{"scheme":"FundRef","value":"501100004617"},{"scheme":"GRID","value":"grid.452348.c"},{"scheme":"ROR","value":"https://ror.org/04kdfz702"},{"scheme":"fundref","value":"501100004617"},{"scheme":"ISNI","value":"0000000121541736"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.insu.cnrs.fr/en"},{"legalName":"London Mathematical Laboratory","acronym":"LML","id":"openorgs____::e47462df3a576cdf9034bad4b36707b1","pids":[{"scheme":"wikidata","value":"Q47486302"},{"scheme":"GRID","value":"grid.494636.a"},{"scheme":"ROR","value":"https://ror.org/03cznfh76"},{"scheme":"Wikidata","value":"Q47486302"}],"countries":[{"code":"GB","label":"United Kingdom"}],"websiteurl":"http://lml.org.uk/"},{"legalName":"Atomic Energy and Alternative Energies Commission","acronym":"CEA","id":"openorgs____::ce86dbbf81ca19294ae4b7ab06fec7c6","pids":[{"scheme":"wikidata","value":"Q868550"},{"scheme":"RNSR","value":"RNSR:200822621H"},{"scheme":"ISNI","value":"0000000122998025"},{"scheme":"FundRef","value":"501100006489"},{"scheme":"Wikidata","value":"Q868550"},{"scheme":"OrgRef","value":"322701"},{"scheme":"ROR","value":"https://ror.org/00jjx8s55"},{"scheme":"fundref","value":"501100006489"},{"scheme":"GRID","value":"grid.5583.b"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.cea.fr/"},{"legalName":"Laboratoire des Sciences du Climat et de l'Environnement","acronym":"LSCE","id":"pending_org_::1c4889a8849f7e8a4cc42a85af9f3fe1","pids":[{"scheme":"ROR","value":"https://ror.org/01j4h9t83"},{"scheme":"ROR","value":"https://ror.org/03dsd0g48"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://www.lsce.ipsl.fr/"},{"legalName":"Sorbonne Université","acronym":"Sorbonne Université","id":"pending_org_::402993914853814b6a15b2d70a57a5c1","pids":[{"scheme":"wikidata","value":"Q3491150"},{"scheme":"ISNI","value":"0000000123081657"},{"scheme":"fundref","value":"100012946"},{"scheme":"Wikidata","value":"Q546118"},{"scheme":"wikidata","value":"Q546118"},{"scheme":"ROR","value":"https://ror.org/02en5vm52"},{"scheme":"OrgRef","value":"47001018"},{"scheme":"OrgRef","value":"4732720"},{"scheme":"OrgRef","value":"3749721"},{"scheme":"Wikidata","value":"Q3491150"},{"scheme":"GRID","value":"grid.462844.8"},{"scheme":"FundRef","value":"501100019125"},{"scheme":"FundRef","value":"100012946"},{"scheme":"Wikidata","value":"Q1144549"},{"scheme":"fundref","value":"501100019125"},{"scheme":"wikidata","value":"Q1144549"},{"scheme":"Wikidata","value":"Q41497113"},{"scheme":"FundRef","value":"501100005737"},{"scheme":"fundref","value":"501100005737"},{"scheme":"wikidata","value":"Q41497113"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://www.sorbonne-universite.fr"},{"legalName":"UNIVERSITE DE PARIS-SORBONNE (PARIS IV)","acronym":"UNIVERSITE DE PARIS-SORBONNE (PARIS IV)","id":"pending_org_::dbb17f036450be403cf6d58e553cddb0","pids":[{"scheme":"RNSR","value":"RNSR:201320770Z"},{"scheme":"OrgReg","value":"FR0177"},{"scheme":"PIC","value":"998096051"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.paris.sorbonne.fr/fr/"},{"legalName":"University of Paris-Saclay","acronym":"University of Paris-Saclay","id":"openorgs____::73cf8de68002e3784cb71b0517d9bfbe","pids":[{"scheme":"wikidata","value":"Q109409389"},{"scheme":"fundref","value":"501100007241"},{"scheme":"PIC","value":"897067059"},{"scheme":"Wikidata","value":"Q109409389"},{"scheme":"FundRef","value":"501100007241"},{"scheme":"ISNI","value":"0000000449106535"},{"scheme":"Wikidata","value":"Q13531686"},{"scheme":"OrgRef","value":"47001019"},{"scheme":"Wikidata","value":"Q47517152"},{"scheme":"ROR","value":"https://ror.org/03xjwb503"},{"scheme":"GRID","value":"grid.460789.4"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.universite-paris-saclay.fr/fr"},{"legalName":"FCS SORBONNE UNIVERSITES","acronym":"FCS SORBONNE UNIVERSITES","id":"pending_org_::b9ffccbbab016450758ed76b14b752fa","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Versailles Saint-Quentin-en-Yvelines University","acronym":"UVSQ","id":"openorgs____::c31ffcb53c148b9d2a90bc3e2054621b","pids":[{"scheme":"ISNI","value":"0000000123230229"},{"scheme":"FundRef","value":"501100020875"},{"scheme":"ROR","value":"https://ror.org/03mkjjy25"},{"scheme":"fundref","value":"501100020875"},{"scheme":"Wikidata","value":"Q186638"},{"scheme":"PIC","value":"999837104"},{"scheme":"OrgRef","value":"13889493"},{"scheme":"wikidata","value":"Q186638"},{"scheme":"GRID","value":"grid.12832.3a"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.uvsq.fr/"},{"legalName":"Laboratoire de Météorologie Dynamique","acronym":"LMD","id":"openorgs____::20dbe3bd325c86f2a31424864e634050","pids":[{"scheme":"Wikidata","value":"Q30262296"},{"scheme":"CNRS","value":"UMR8539"},{"scheme":"ROR","value":"https://ror.org/000ehr937"},{"scheme":"GRID","value":"grid.463916.f"},{"scheme":"wikidata","value":"Q30262296"},{"scheme":"ISNI","value":"0000000403850473"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.lmd.jussieu.fr/"},{"legalName":"COMUE Université Paris Seine","acronym":"COMUE Université Paris Seine","id":"pending_org_::85336b16412746e133d4be86fe42dbce","pids":[{"scheme":"OrgReg","value":"FR0817"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Laboratoire des Sciences du Climat et de l’Environnement","acronym":"Laboratoire des Sciences du Climat et de l’Environnement","id":"pending_org_::4da25195bd476eba393bb7619e2ba6f3","pids":[{"scheme":"RNSR","value":"RNSR:200611689J"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Department of Physics of Oxford University","acronym":"Department of Physics of Oxford University","id":"pending_org_::c1355df65613b697b1969e85dd0bd3b2","pids":null,"countries":[{"code":"GB","label":"United Kingdom"}],"websiteurl":null},{"legalName":"Sorbonne University","acronym":"Sorbonne University","id":"openorgs____::d5eb679abdd31f70fcd4c8ba711148bf","pids":[{"scheme":"OrgReg","value":"FR0808"},{"scheme":"RNSR","value":"RNSR:199912418G"},{"scheme":"ISNI","value":"0000000123081657"},{"scheme":"RNSR","value":"RNSR:199712666K"},{"scheme":"Wikidata","value":"Q546118"},{"scheme":"RNSR","value":"RNSR:199712644L"},{"scheme":"RNSR","value":"RNSR:201420756E"},{"scheme":"RNSR","value":"RNSR:199719334H"},{"scheme":"ROR","value":"https://ror.org/02en5vm52"},{"scheme":"RNSR","value":"RNSR:200517555P"},{"scheme":"OrgReg","value":"FR0347"},{"scheme":"OrgRef","value":"47001018"},{"scheme":"RNSR","value":"RNSR:200919210W"},{"scheme":"RNSR","value":"RNSR:199812880N"},{"scheme":"OrgRef","value":"4732720"},{"scheme":"OrgRef","value":"3749721"},{"scheme":"RNSR","value":"RNSR:199712620K"},{"scheme":"mag_id","value":"39804081"},{"scheme":"RNSR","value":"RNSR:200918542V"},{"scheme":"RNSR","value":"RNSR:200919226N"},{"scheme":"RNSR","value":"RNSR:199712668M"},{"scheme":"RNSR","value":"RNSR:201019356A"},{"scheme":"RNSR","value":"RNSR:200918463J"},{"scheme":"RNSR","value":"RNSR:200212794C"},{"scheme":"RNSR","value":"RNSR:199712632Y"},{"scheme":"RNSR","value":"RNSR:200918526C"},{"scheme":"RNSR","value":"RNSR:199812867Z"},{"scheme":"Wikidata","value":"Q3491150"},{"scheme":"RNSR","value":"RNSR:201119726Y"},{"scheme":"GRID","value":"grid.462844.8"},{"scheme":"RNSR","value":"RNSR:200612819M"},{"scheme":"RNSR","value":"RNSR:199712661E"},{"scheme":"PIC","value":"909875521"},{"scheme":"RNSR","value":"RNSR:201420918F"},{"scheme":"RNSR","value":"RNSR:199712634A"},{"scheme":"RNSR","value":"RNSR:200512529B"},{"scheme":"RNSR","value":"RNSR:201923185Y"},{"scheme":"RNSR","value":"RNSR:200918450V"},{"scheme":"Wikidata","value":"Q1144549"},{"scheme":"RNSR","value":"RNSR:201420871E"},{"scheme":"RNSR","value":"RNSR:201420765P"},{"scheme":"RNSR","value":"RNSR:199812843Y"},{"scheme":"RNSR","value":"RNSR:199712651U"},{"scheme":"RNSR","value":"RNSR:200112481S"},{"scheme":"RNSR","value":"RNSR:201420916D"},{"scheme":"RNSR","value":"RNSR:199712631X"},{"scheme":"RNSR","value":"RNSR:200716512X"},{"scheme":"Wikidata","value":"Q41497113"},{"scheme":"RNSR","value":"RNSR:199712636C"},{"scheme":"RNSR","value":"RNSR:201019031X"},{"scheme":"RNSR","value":"RNSR:199712664H"},{"scheme":"RNSR","value":"RNSR:201420764N"},{"scheme":"RNSR","value":"RNSR:200712566H"},{"scheme":"RNSR","value":"RNSR:199812926N"},{"scheme":"FundRef","value":"501100005737"},{"scheme":"RNSR","value":"RNSR:200119846X"},{"scheme":"RNSR","value":"RNSR:201822759P"},{"scheme":"RNSR","value":"RNSR:200918471T"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.sorbonne-universites.fr/"},{"legalName":"Ecole Normale Supérieure de Paris-Saclay","acronym":"Ecole Normale Supérieure de Paris-Saclay","id":"pending_org_::413cb7f0756512c6f847393aee5ce7e2","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null}],"communities":[{"code":"uarctic","label":"UArctic","provenance":null},{"code":"civica","label":"The European University of Social Sciences","provenance":null}],"collectedFrom":[{"key":"opendoar____::ed46558a56a4a26b96a68738a0d28273","value":"HAL Sorbonne Université"},{"key":"opendoar____::cf1cf43cba274ae7f413e864682b80f8","value":"HAL-INSU"},{"key":"opendoar____::1bd4b29a8e0afccd9923fe29cecb4b29","value":"SPIRE - Sciences Po Institutional REpository"},{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"},{"key":"openaire____::5a38cb462ac487bf26bdb86009fe3e74","value":"Copernicus Publications"},{"key":"opendoar____::aeefb050911334869a7a5d9e4d0e1689","value":"HAL-Ecole des Ponts ParisTech"}],"instances":[{"pids":[{"scheme":"doi","value":"10.5194/nhess-25-4655-2025"}],"license":"CC BY","accessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":"gold"},"type":"Article","urls":["https://doi.org/10.5194/nhess-25-4655-2025"],"publicationDate":"2025-11-24","refereed":"peerReviewed","hostedBy":{"key":"openaire____::736ecd55c47aaf5101b9f6f10082e99f","value":"Natural Hazards and Earth System Sciences (NHESS)"},"collectedFrom":{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"}},{"pids":[{"scheme":"doi","value":"10.5194/egusphere-egu25-13891"}],"type":"Article","urls":["https://doi.org/10.5194/egusphere-egu25-13891"],"publicationDate":"2025-03-18","refereed":"peerReviewed","hostedBy":{"key":"openaire____::55045bd2a65019fd8e6741a755395c8c","value":"Unknown Repository"},"collectedFrom":{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"}},{"pids":[{"scheme":"doi","value":"10.5194/egusphere-2025-252"}],"license":"CC BY","accessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":"hybrid"},"type":"Article","urls":["https://doi.org/10.5194/egusphere-2025-252"],"publicationDate":"2025-03-18","refereed":"peerReviewed","hostedBy":{"key":"openaire____::55045bd2a65019fd8e6741a755395c8c","value":"Unknown Repository"},"collectedFrom":{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.5194/egusphere-2025-252"}],"type":"Other literature type","urls":["https://egusphere.copernicus.org/preprints/2025/egusphere-2025-252/","https://doi.org/10.5194/egusphere-2025-252"],"publicationDate":"2025-11-24","refereed":"nonPeerReviewed","hostedBy":{"key":"openaire____::5a38cb462ac487bf26bdb86009fe3e74","value":"Copernicus Publications"},"collectedFrom":{"key":"openaire____::5a38cb462ac487bf26bdb86009fe3e74","value":"Copernicus Publications"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.5194/nhess-25-4655-2025"}],"type":"Other literature type","urls":["https://nhess.copernicus.org/articles/25/4655/2025/","https://doi.org/10.5194/nhess-25-4655-2025"],"publicationDate":"2025-11-24","refereed":"nonPeerReviewed","hostedBy":{"key":"openaire____::5a38cb462ac487bf26bdb86009fe3e74","value":"Copernicus Publications"},"collectedFrom":{"key":"openaire____::5a38cb462ac487bf26bdb86009fe3e74","value":"Copernicus Publications"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.5194/nhess-25-4655-2025"}],"accessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Article","urls":["https://hal.science/hal-04995667v2","https://hal.science/hal-04995667v2/document","https://doi.org/10.5194/nhess-25-4655-2025"],"publicationDate":"2025-01-01","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::aeefb050911334869a7a5d9e4d0e1689","value":"HAL-Ecole des Ponts ParisTech"},"collectedFrom":{"key":"opendoar____::aeefb050911334869a7a5d9e4d0e1689","value":"HAL-Ecole des Ponts ParisTech"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.5194/nhess-25-4655-2025"}],"accessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Article","urls":["https://hal.science/hal-04995667v2","https://hal.science/hal-04995667v2/document","https://doi.org/10.5194/nhess-25-4655-2025"],"publicationDate":"2025-01-01","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::1bd4b29a8e0afccd9923fe29cecb4b29","value":"SPIRE - Sciences Po Institutional REpository"},"collectedFrom":{"key":"opendoar____::1bd4b29a8e0afccd9923fe29cecb4b29","value":"SPIRE - Sciences Po Institutional REpository"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.5194/nhess-25-4655-2025"}],"accessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Article","urls":["https://hal.science/hal-04995667v2","https://hal.science/hal-04995667v2/document","https://doi.org/10.5194/nhess-25-4655-2025"],"publicationDate":"2025-01-01","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::cf1cf43cba274ae7f413e864682b80f8","value":"HAL-INSU"},"collectedFrom":{"key":"opendoar____::cf1cf43cba274ae7f413e864682b80f8","value":"HAL-INSU"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.5194/nhess-25-4655-2025"}],"accessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Article","urls":["https://hal.science/hal-04995667v2","https://hal.science/hal-04995667v2/document","https://doi.org/10.5194/nhess-25-4655-2025"],"publicationDate":"2025-01-01","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::ed46558a56a4a26b96a68738a0d28273","value":"HAL Sorbonne Université"},"collectedFrom":{"key":"opendoar____::ed46558a56a4a26b96a68738a0d28273","value":"HAL Sorbonne Université"}}],"links":[{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"anr_________::5194928842fcb0df15a4613a66748d62","relatedRecordType":"project","relationProvenance":"sysimport:actionset","trust":"0.91"},"collectedfrom":[{"dsId":"openaire____::457528c43fabd74e212db2ed61101075","dsName":"Agence Nationale de la Recherche"}],"code":"ANR-22-EXTR-0005","funding":{"funder":{"id":"anr_________::ANR","shortname":"ANR","name":"French National Research Agency (ANR)","jurisdiction":{"code":"FR","label":"France"},"pid":null},"level0":{"id":null,"description":null,"name":null},"level1":{"id":null,"description":null,"name":null},"level2":{"id":null,"description":null,"name":null}},"startDate":"2024-01-15"},{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"anr_________::022350872b554f3e6c7b285a5fcaf286","relatedRecordType":"project","relationProvenance":"iis","trust":"0.72"},"collectedfrom":[{"dsId":"openaire____::457528c43fabd74e212db2ed61101075","dsName":"Agence Nationale de la Recherche"}],"code":"ANR-11-IDEX-0004","funding":{"funder":{"id":"anr_________::ANR","shortname":"ANR","name":"French National Research Agency (ANR)","jurisdiction":{"code":"FR","label":"France"},"pid":null},"level0":{"id":null,"description":null,"name":null},"level1":{"id":null,"description":null,"name":null},"level2":{"id":null,"description":null,"name":null}},"startDate":"2012-03-01"},{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"corda__h2020::4e92dd2d18409518593f0895f88d2435","relatedRecordType":"project","relationProvenance":"sysimport:actionset","trust":"0.91"},"collectedfrom":[{"dsId":"openaire____::a55eb91348674d853191f4f4fd73d078","dsName":"CORDA - COmmon Research DAta Warehouse - Horizon 2020"}],"projectTitle":"EXTREME EVENTS: ARTIFICIAL INTELLIGENCE FOR DETECTION AND ATTRIBUTION","code":"101003469","funding":{"funder":{"id":"ec__________::EC","shortname":"EC","name":"European Commission","jurisdiction":{"code":"EU","label":"European Union"},"pid":null},"level0":{"id":"ec__________::EC::H2020","description":"Horizon 2020 Framework Programme","name":"H2020"},"level1":{"id":"ec__________::EC::H2020::RIA","description":"Research and Innovation action","name":"RIA"},"level2":{"id":null,"description":null,"name":null}},"startDate":"2021-09-01","endDate":"2026-02-28"},{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"anr_________::c76de1649c56c8f25496a576abbea35b","relatedRecordType":"project","relationProvenance":"iis","trust":"0.72"},"collectedfrom":[{"dsId":"openaire____::457528c43fabd74e212db2ed61101075","dsName":"Agence Nationale de la Recherche"}],"code":"ANR-11-IDEX-0003","funding":{"funder":{"id":"anr_________::ANR","shortname":"ANR","name":"French National Research Agency (ANR)","jurisdiction":{"code":"FR","label":"France"},"pid":null},"level0":{"id":null,"description":null,"name":null},"level1":{"id":null,"description":null,"name":null},"level2":{"id":null,"description":null,"name":null}},"startDate":"2012-03-01"},{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"ukri________::60abbcc007d9e922d1aa5720db984141","relatedRecordType":"project","relationProvenance":"sysimport:actionset","trust":"0.91"},"collectedfrom":[{"dsId":"openaire____::92ed35af5f7f859de570d1d2919c09a4","dsName":"UK Research and Innovation"}],"projectTitle":"NSFGEO-NERC: HUrricane Risk Amplification and Changing North Atlantic Natural disasters (Huracan)","code":"NE/W009587/1","funding":{"funder":{"id":"ukri________::UKRI","shortname":"UKRI","name":"UK Research and Innovation","jurisdiction":{"code":"GB","label":"United Kingdom"},"pid":null},"level0":{"id":"ukri________::UKRI::NERC","description":"NERC","name":"NERC"},"level1":{"id":null,"description":null,"name":null},"level2":{"id":null,"description":null,"name":null}},"startDate":"2023-03-01","endDate":"2027-02-28"}],"otherTitles":null,"green":true,"inDiamondJournal":false,"isGreen":true,"isInDiamondJournal":false}